市場調査レポート

商品コード

機械学習モデル運用管理の世界市場の規模、シェア、産業動向分析レポート：コンポーネント別、業界別、組織規模別、展開形態別、地域別展望と予測、2022年～2028年

Global Machine Learning Model Operationalization Management Market Size, Share & Industry Trends Analysis Report By Component, By Vertical, By Organization size, By Deployment Mode, By Regional Outlook and Forecast, 2022 - 2028

出版日: 2022年12月30日 | 発行: KBV Research

| ページ情報: 英文 309 Pages | 納期: 即納可能

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全表示
概要
図表
目次

概要

サンプル依頼リストに入れる

世界の機械学習モデル運用管理（MLOps）市場規模は、予測期間中にCAGR38.9％で成長し、2028年には85億米ドルに達すると予測されます。

機械学習技術ソリューションは、顧客体験を向上させ、利益の最大化をサポートするために、企業によって積極的に採用されています。市場参入企業は、高度なデータ処理と統合戦略を導入することで、インサイトを収集し、ライバルに対して競争力を高めています。企業におけるMLOpsの活用は、まだ初期段階にあります。

今後、MLOのメリットが認識されれば、市場拡大のチャンスは大きく広がると思われます。データ管理を改善する最先端のソリューションに対する需要は、コンピューティングパワーの向上、人工知能、システム学習のためのデータサイエンス技術の利用拡大によって促進されています。

小売、ヘルスケア、教育、通信、製造、金融機関などの有名な業界別では、機械学習に対する需要が大きくなっています。ML Opsの支援により、標準化されたモデルやワークフローが可能になります。さらに、機械学習技術をどこでも簡単に導入できるようになり、これが企業が機械学習技術を高く評価する主な要因となっています。

COVID-19の影響度分析

COVID-19のパンデミックは、人工知能技術に助けられると予想されています。複数の国が、機械学習と人工知能によって可能になった人口監視技術を使用して、COVID-19の事例を追跡・追跡しています。例えば、韓国の研究者は、ジオロケーション情報と監視カメラの映像を使用して、コロナウイルスの症例を監視しています。また、データサイエンティストが機械知能アルゴリズムを用いて次の発生場所を予測し、関係当局に通知することで、リアルタイムでの疾病追跡を可能にしています。これにより、技術先進国は、ウイルスの拡散にスピードブレーカーをかけることができるようになりました。このような積極的な取り組みにより、今後一定期間、機械知能ソリューションの需要が高まると予測されます。

市場の成長要因

効率的なチームワークのために、MLは標準化されるべきです。

手動によるデータ収集と再処理は非効率的であり、受け入れがたい結果をもたらす可能性があります。MLOpsは、MLモデルのワークフロー全体の自動化を支援します。これは、データ収集、モデルの作成、テスト、再トレーニング、およびデプロイメントで構成されます。MLOpsは、ミスを減らし、時間を節約するためにビジネスを支援します。MLモデルの全社的な採用には、ITとビジネスの専門家、データサイエンティストとエンジニアが協力して関わります。

金融分野で広がるマシンリーディングの活用

金融機関は膨大な量の顧客情報を保有しています。銀行口座の残高などの標準的な銀行情報に加え、購買、消費習慣、プラットフォームの利用状況、地理的な嗜好などの情報を収集し、消費者の360度にわたるイメージを作成することができます。これにより、銀行は特に顧客の要件や嗜好に合わせた商品やサービスを提供することができるようになります。したがって、金融業界におけるMLの利用拡大が、MLOps市場の拡大に拍車をかけると考えられます。

市場抑制要因

専門知識の不足

サービスとしての機械学習業界では、クラウドベースのサービスを利用する中小企業が増える一方で、時間のかかる機械学習の統合プロセスは大幅に短縮されるでしょう。反復作業を回避することで、人材を確保することなく組織の効率化を図ることができます。組織は今、データ管理においてMLOpsを活用し、社内外の複数のデータソースから膨大な量のデータを収集・統合し、データサイロを一体化する必要があります。

コンポーネントの展望

機械学習モデル運用管理（MLOps）市場は、コンポーネントに基づき、プラットフォームとサービスに分類されます。2021年には、サービス部門がかなりの収益シェアを記録しました。MLOpsソリューションは、顧客との対話、ブランド認知、マーケティングイニシアティブを強化するために、世界中の企業で採用されています。企業は、MLOpsマーケティングツールを使用することで、消費者を容易に取り込み、より効果的なコミュニケーションを行い、リーチを広げることができます。

デプロイメント・モードの展望

機械学習モデル運用管理（MLOps）市場は、導入モードに基づき、オンプレミスとクラウドに分類されます。2021年の市場では、クラウドカテゴリが最も収益シェアを占めています。従業員の生産性を高めるため、クラウド型では世界規模でITタスクのアウトソーシングが可能になります。クラウドコンピューティングには、他にプライベート、パブリック、ハイブリッドの3種類が存在します。パブリッククラウドの人気が高まっているのは、主に、柔軟性と拡張性、リモートアクセス、シンプルさ、スピーディーなインストールなど、数多くの組織的な利点があるためです。

組織規模の展望

機械学習モデル運用管理（MLOps）市場は、組織規模に基づき、大企業と中小企業に分類されます。2021年では、中小企業セグメントが大きな収益シェアを獲得しました。これは、機械学習の導入により、中小企業が限られた予算でプロセスを最適化することが可能になるためです。間もなく、AIと機械学習は、中小企業がデジタルリソースにアクセスし、ICTにかかる費用を節約するためのキーテクノロジーになると予想されます。

業界別の展望

機械学習モデル運用管理（MLOps）市場は、業界別に、BFSI、小売・eコマース、政府・防衛、ヘルスケア・ライフサイエンス、製造、通信・IT・ITeS、エネルギー・公益、輸送・物流、その他に分類されます。2021年の市場では、BFSIセクターが最も高い収益シェアを生み出しました。しかし、ほとんどの銀行では、特にアプリケーションの展開がより活発で影響力のある環境において、不活性なモデルの管理にかなりの困難を感じているのも事実です。MLOpsは、基本的にDevOpsの技術と手法を機械学習に適用するもので、銀行がこれらの問題のいくつかに迅速かつ効果的に対処するのを支援することができます。

地域別の展望

機械学習モデル運用管理（MLOps）市場は、地域に基づき、北米、欧州、アジア太平洋、LAMEAに分類されます。北米は、予測期間中に最も大きな市場シェアを占めると予想されます。市場シェアで見ると、北米はMLOpsのトップ地域の1つです。同地域のMLOpsは、米国やカナダなどの国々が様々なアプリケーション分野でML技術を利用していることが背景にあります。米国は、北米MLOps市場の主要な貢献者の1つと見なされています。

市場参入企業がとる主な戦略は、製品立ち上げです。Cardinal matrixで提示された分析に基づき、Microsoft CorporationとGoogle LLCは、機械学習モデル運用管理（MLOps）の先駆者です。Amazon Web Services, Inc.（Amazon.com, Inc.）、IBM Corporation、Hewlett-Packard enterprise Companyなどの企業は、機械学習モデル運用管理（MLOps）における主要な革新者の一人です。

機械学習モデル運用管理（MLOps）で展開されている最近の戦略

パートナーシップ、コラボレーション、契約

製品の発売と製品の拡張

買収と合併

市場の定義
目的
市場規模
セグメンテーション
- 機械学習モデル運用管理（MLOps）の世界市場、コンポーネント別
- 機械学習モデル運用管理（MLOps）の世界市場、業界別
- 機械学習モデル運用管理（MLOps）の世界市場、組織規模別
- 機械学習モデル運用管理（MLOps）の世界市場、展開モード別
- 機械学習モデル運用管理（MLOps）の世界市場、地域別
調査手法

第2章市場概要

イントロダクション
- 概要の説明
  - 市場の構成とシナリオ
市場に影響を与える主な要因
- 市場促進要因
- 市場の抑制要因

第3章競合分析-世界

KBVカーディナルマトリックス
最近の業界全体の戦略的展開
- パートナーシップ、コラボレーション、契約
- 製品上市と製品拡張
- 買収と合併
主要成功戦略
- 主要なリーディング戦略：割合の分布（2018-2022）
- 主要な戦略的動き：（製品発表と製品拡張：2018年、11月～2022年、12月）主要なプレーヤーたち

第4章機械学習モデル運用管理（MLOps）の世界市場：コンポーネント別

世界のプラットフォーム市場：地域別
世界のサービス市場：地域別

第5章機械学習モデル運用管理（MLOps）の世界市場：業界別

BFSIの世界市場：地域別
IT・ITeSの世界市場：地域別
世界の製造業市場：地域別
小売・Eコマースの世界市場：地域別
政府・防衛の世界市場：地域別
ヘルスケア・ライフサイエンスの地域別世界市場
テレコムの地域別世界市場
エネルギー＆ユーティリティの世界市場：地域別
旅行・観光の世界市場：地域別
地域別世界のその他業界別市場

第6章機械学習モデル運用管理（MLOps）の世界市場：組織規模別

世界の大企業市場：地域別
世界の中小企業市場：地域別

第7章：機械学習モデル運用管理（MLOps）の世界市場：デプロイメントモード別

世界のクラウド市場：地域別
オンプレミスの世界市場：地域別

第8章機械学習モデル運用管理（MLOps）の世界市場：地域別

北米
- 北米の機械学習モデル運用管理（MLOps）国別市場
  - 米国
  - カナダ
  - メキシコ
  - その他北米地域
欧州
- 欧州の機械学習モデル運用管理（MLOps）国別市場
  - ドイツ
  - 英国
  - フランス
  - ロシア
  - スペイン
  - イタリア
  - その他欧州
アジア太平洋地域
- アジア太平洋地域の機械学習モデル運用管理（MLOps）国別市場
  - 中国
  - 日本
  - インド
  - 韓国
  - シンガポール
  - マレーシア
  - その他アジア太平洋地域
LAMEA
- LAMEA機械学習モデル運用管理（MLOps）市場：国別
  - ブラジル
  - アルゼンチン
  - UAE
  - サウジアラビア
  - 南アフリカ共和国
  - ナイジェリア
  - LAMEAの他の地域

第9章企業プロファイル

Microsoft Corporation
Amazon Web Services, Inc.（Amazon.com, Inc.）
Google LLC
IBM Corporation
Hewlett Packard Enterprise Company
Alteryx, Inc.
Cloudera, Inc.
DataRobot, Inc.
Domino Data Lab, Inc.
H2O.ai, Inc.

図表

LIST OF TABLES

TABLE 1 Global Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 2 Global Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 3 Partnerships, Collaborations and Agreements- Machine Learning Model Operationalization Management (MLOps)
TABLE 4 Product Launches And Product Expansions- Machine Learning Model Operationalization Management (MLOps)
TABLE 5 Acquisition and Mergers- Machine Learning Model Operationalization Management (MLOps)
TABLE 6 Global Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 7 Global Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 8 Global Platform Market by Region, 2018 - 2021, USD Million
TABLE 9 Global Platform Market by Region, 2022 - 2028, USD Million
TABLE 10 Global Services Market by Region, 2018 - 2021, USD Million
TABLE 11 Global Services Market by Region, 2022 - 2028, USD Million
TABLE 12 Global Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 13 Global Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 14 Global BFSI Market by Region, 2018 - 2021, USD Million
TABLE 15 Global BFSI Market by Region, 2022 - 2028, USD Million
TABLE 16 Global IT & ITeS Market by Region, 2018 - 2021, USD Million
TABLE 17 Global IT & ITeS Market by Region, 2022 - 2028, USD Million
TABLE 18 Global Manufacturing Market by Region, 2018 - 2021, USD Million
TABLE 19 Global Manufacturing Market by Region, 2022 - 2028, USD Million
TABLE 20 Global Retail & Ecommerce Market by Region, 2018 - 2021, USD Million
TABLE 21 Global Retail & Ecommerce Market by Region, 2022 - 2028, USD Million
TABLE 22 Global Government & Defense Market by Region, 2018 - 2021, USD Million
TABLE 23 Global Government & Defense Market by Region, 2022 - 2028, USD Million
TABLE 24 Global Healthcare & Life Sciences Market by Region, 2018 - 2021, USD Million
TABLE 25 Global Healthcare & Life Sciences Market by Region, 2022 - 2028, USD Million
TABLE 26 Global Telecom Market by Region, 2018 - 2021, USD Million
TABLE 27 Global Telecom Market by Region, 2022 - 2028, USD Million
TABLE 28 Global Energy & Utilities Market by Region, 2018 - 2021, USD Million
TABLE 29 Global Energy & Utilities Market by Region, 2022 - 2028, USD Million
TABLE 30 Global Travel & Tourism Market by Region, 2018 - 2021, USD Million
TABLE 31 Global Travel & Tourism Market by Region, 2022 - 2028, USD Million
TABLE 32 Global Other Vertical Market by Region, 2018 - 2021, USD Million
TABLE 33 Global Other Vertical Market by Region, 2022 - 2028, USD Million
TABLE 34 Global Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 35 Global Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 36 Global Large Enterprises Market by Region, 2018 - 2021, USD Million
TABLE 37 Global Large Enterprises Market by Region, 2022 - 2028, USD Million
TABLE 38 Global SMEs Market by Region, 2018 - 2021, USD Million
TABLE 39 Global SMEs Market by Region, 2022 - 2028, USD Million
TABLE 40 Global Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 41 Global Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 42 Global Cloud Market by Region, 2018 - 2021, USD Million
TABLE 43 Global Cloud Market by Region, 2022 - 2028, USD Million
TABLE 44 Global On-premise Market by Region, 2018 - 2021, USD Million
TABLE 45 Global On-premise Market by Region, 2022 - 2028, USD Million
TABLE 46 Global Machine Learning Model Operationalization Management (MLOps) Market by Region, 2018 - 2021, USD Million
TABLE 47 Global Machine Learning Model Operationalization Management (MLOps) Market by Region, 2022 - 2028, USD Million
TABLE 48 North America Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 49 North America Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 50 North America Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 51 North America Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 52 North America Platform Market by Country, 2018 - 2021, USD Million
TABLE 53 North America Platform Market by Country, 2022 - 2028, USD Million
TABLE 54 North America Services Market by Country, 2018 - 2021, USD Million
TABLE 55 North America Services Market by Country, 2022 - 2028, USD Million
TABLE 56 North America Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 57 North America Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 58 North America BFSI Market by Country, 2018 - 2021, USD Million
TABLE 59 North America BFSI Market by Country, 2022 - 2028, USD Million
TABLE 60 North America IT & ITeS Market by Country, 2018 - 2021, USD Million
TABLE 61 North America IT & ITeS Market by Country, 2022 - 2028, USD Million
TABLE 62 North America Manufacturing Market by Country, 2018 - 2021, USD Million
TABLE 63 North America Manufacturing Market by Country, 2022 - 2028, USD Million
TABLE 64 North America Retail & Ecommerce Market by Country, 2018 - 2021, USD Million
TABLE 65 North America Retail & Ecommerce Market by Country, 2022 - 2028, USD Million
TABLE 66 North America Government & Defense Market by Country, 2018 - 2021, USD Million
TABLE 67 North America Government & Defense Market by Country, 2022 - 2028, USD Million
TABLE 68 North America Healthcare & Life Sciences Market by Country, 2018 - 2021, USD Million
TABLE 69 North America Healthcare & Life Sciences Market by Country, 2022 - 2028, USD Million
TABLE 70 North America Telecom Market by Country, 2018 - 2021, USD Million
TABLE 71 North America Telecom Market by Country, 2022 - 2028, USD Million
TABLE 72 North America Energy & Utilities Market by Country, 2018 - 2021, USD Million
TABLE 73 North America Energy & Utilities Market by Country, 2022 - 2028, USD Million
TABLE 74 North America Travel & Tourism Market by Country, 2018 - 2021, USD Million
TABLE 75 North America Travel & Tourism Market by Country, 2022 - 2028, USD Million
TABLE 76 North America Other Vertical Market by Country, 2018 - 2021, USD Million
TABLE 77 North America Other Vertical Market by Country, 2022 - 2028, USD Million
TABLE 78 North America Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 79 North America Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 80 North America Large Enterprises Market by Country, 2018 - 2021, USD Million
TABLE 81 North America Large Enterprises Market by Country, 2022 - 2028, USD Million
TABLE 82 North America SMEs Market by Country, 2018 - 2021, USD Million
TABLE 83 North America SMEs Market by Country, 2022 - 2028, USD Million
TABLE 84 North America Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 85 North America Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 86 North America Cloud Market by Country, 2018 - 2021, USD Million
TABLE 87 North America Cloud Market by Country, 2022 - 2028, USD Million
TABLE 88 North America On-premise Market by Country, 2018 - 2021, USD Million
TABLE 89 North America On-premise Market by Country, 2022 - 2028, USD Million
TABLE 90 North America Machine Learning Model Operationalization Management (MLOps) Market by Country, 2018 - 2021, USD Million
TABLE 91 North America Machine Learning Model Operationalization Management (MLOps) Market by Country, 2022 - 2028, USD Million
TABLE 92 US Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 93 US Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 94 US Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 95 US Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 96 US Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 97 US Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 98 US Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 99 US Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 100 US Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 101 US Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 102 Canada Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 103 Canada Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 104 Canada Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 105 Canada Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 106 Canada Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 107 Canada Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 108 Canada Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 109 Canada Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 110 Canada Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 111 Canada Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 112 Mexico Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 113 Mexico Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 114 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 115 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 116 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 117 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 118 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 119 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 120 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 121 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 122 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 123 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 124 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 125 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 126 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 127 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 128 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 129 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 130 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 131 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 132 Europe Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 133 Europe Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 134 Europe Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 135 Europe Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 136 Europe Platform Market by Country, 2018 - 2021, USD Million
TABLE 137 Europe Platform Market by Country, 2022 - 2028, USD Million
TABLE 138 Europe Services Market by Country, 2018 - 2021, USD Million
TABLE 139 Europe Services Market by Country, 2022 - 2028, USD Million
TABLE 140 Europe Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 141 Europe Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 142 Europe BFSI Market by Country, 2018 - 2021, USD Million
TABLE 143 Europe BFSI Market by Country, 2022 - 2028, USD Million
TABLE 144 Europe IT & ITeS Market by Country, 2018 - 2021, USD Million
TABLE 145 Europe IT & ITeS Market by Country, 2022 - 2028, USD Million
TABLE 146 Europe Manufacturing Market by Country, 2018 - 2021, USD Million
TABLE 147 Europe Manufacturing Market by Country, 2022 - 2028, USD Million
TABLE 148 Europe Retail & Ecommerce Market by Country, 2018 - 2021, USD Million
TABLE 149 Europe Retail & Ecommerce Market by Country, 2022 - 2028, USD Million
TABLE 150 Europe Government & Defense Market by Country, 2018 - 2021, USD Million
TABLE 151 Europe Government & Defense Market by Country, 2022 - 2028, USD Million
TABLE 152 Europe Healthcare & Life Sciences Market by Country, 2018 - 2021, USD Million
TABLE 153 Europe Healthcare & Life Sciences Market by Country, 2022 - 2028, USD Million
TABLE 154 Europe Telecom Market by Country, 2018 - 2021, USD Million
TABLE 155 Europe Telecom Market by Country, 2022 - 2028, USD Million
TABLE 156 Europe Energy & Utilities Market by Country, 2018 - 2021, USD Million
TABLE 157 Europe Energy & Utilities Market by Country, 2022 - 2028, USD Million
TABLE 158 Europe Travel & Tourism Market by Country, 2018 - 2021, USD Million
TABLE 159 Europe Travel & Tourism Market by Country, 2022 - 2028, USD Million
TABLE 160 Europe Other Vertical Market by Country, 2018 - 2021, USD Million
TABLE 161 Europe Other Vertical Market by Country, 2022 - 2028, USD Million
TABLE 162 Europe Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 163 Europe Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 164 Europe Large Enterprises Market by Country, 2018 - 2021, USD Million
TABLE 165 Europe Large Enterprises Market by Country, 2022 - 2028, USD Million
TABLE 166 Europe SMEs Market by Country, 2018 - 2021, USD Million
TABLE 167 Europe SMEs Market by Country, 2022 - 2028, USD Million
TABLE 168 Europe Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 169 Europe Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 170 Europe Cloud Market by Country, 2018 - 2021, USD Million
TABLE 171 Europe Cloud Market by Country, 2022 - 2028, USD Million
TABLE 172 Europe On-premise Market by Country, 2018 - 2021, USD Million
TABLE 173 Europe On-premise Market by Country, 2022 - 2028, USD Million
TABLE 174 Europe Machine Learning Model Operationalization Management (MLOps) Market by Country, 2018 - 2021, USD Million
TABLE 175 Europe Machine Learning Model Operationalization Management (MLOps) Market by Country, 2022 - 2028, USD Million
TABLE 176 Germany Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 177 Germany Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 178 Germany Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 179 Germany Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 180 Germany Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 181 Germany Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 182 Germany Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 183 Germany Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 184 Germany Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 185 Germany Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 186 UK Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 187 UK Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 188 UK Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 189 UK Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 190 UK Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 191 UK Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 192 UK Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 193 UK Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 194 UK Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 195 UK Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 196 France Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 197 France Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 198 France Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 199 France Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 200 France Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 201 France Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 202 France Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 203 France Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 204 France Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 205 France Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 206 Russia Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 207 Russia Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 208 Russia Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 209 Russia Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 210 Russia Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 211 Russia Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 212 Russia Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 213 Russia Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 214 Russia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 215 Russia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 216 Spain Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 217 Spain Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 218 Spain Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 219 Spain Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 220 Spain Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 221 Spain Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 222 Spain Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 223 Spain Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 224 Spain Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 225 Spain Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 226 Italy Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 227 Italy Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 228 Italy Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 229 Italy Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 230 Italy Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 231 Italy Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 232 Italy Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 233 Italy Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 234 Italy Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 235 Italy Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 236 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 237 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 238 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 239 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 240 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 241 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 242 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 243 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 244 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 245 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million

TABLE 246 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 247 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 248 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 249 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 250 Asia Pacific Platform Market by Country, 2018 - 2021, USD Million
TABLE 251 Asia Pacific Platform Market by Country, 2022 - 2028, USD Million
TABLE 252 Asia Pacific Services Market by Country, 2018 - 2021, USD Million
TABLE 253 Asia Pacific Services Market by Country, 2022 - 2028, USD Million
TABLE 254 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 255 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 256 Asia Pacific BFSI Market by Country, 2018 - 2021, USD Million
TABLE 257 Asia Pacific BFSI Market by Country, 2022 - 2028, USD Million
TABLE 258 Asia Pacific IT & ITeS Market by Country, 2018 - 2021, USD Million
TABLE 259 Asia Pacific IT & ITeS Market by Country, 2022 - 2028, USD Million
TABLE 260 Asia Pacific Manufacturing Market by Country, 2018 - 2021, USD Million
TABLE 261 Asia Pacific Manufacturing Market by Country, 2022 - 2028, USD Million
TABLE 262 Asia Pacific Retail & Ecommerce Market by Country, 2018 - 2021, USD Million
TABLE 263 Asia Pacific Retail & Ecommerce Market by Country, 2022 - 2028, USD Million
TABLE 264 Asia Pacific Government & Defense Market by Country, 2018 - 2021, USD Million
TABLE 265 Asia Pacific Government & Defense Market by Country, 2022 - 2028, USD Million
TABLE 266 Asia Pacific Healthcare & Life Sciences Market by Country, 2018 - 2021, USD Million
TABLE 267 Asia Pacific Healthcare & Life Sciences Market by Country, 2022 - 2028, USD Million
TABLE 268 Asia Pacific Telecom Market by Country, 2018 - 2021, USD Million
TABLE 269 Asia Pacific Telecom Market by Country, 2022 - 2028, USD Million
TABLE 270 Asia Pacific Energy & Utilities Market by Country, 2018 - 2021, USD Million
TABLE 271 Asia Pacific Energy & Utilities Market by Country, 2022 - 2028, USD Million
TABLE 272 Asia Pacific Travel & Tourism Market by Country, 2018 - 2021, USD Million
TABLE 273 Asia Pacific Travel & Tourism Market by Country, 2022 - 2028, USD Million
TABLE 274 Asia Pacific Other Vertical Market by Country, 2018 - 2021, USD Million
TABLE 275 Asia Pacific Other Vertical Market by Country, 2022 - 2028, USD Million
TABLE 276 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 277 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 278 Asia Pacific Large Enterprises Market by Country, 2018 - 2021, USD Million
TABLE 279 Asia Pacific Large Enterprises Market by Country, 2022 - 2028, USD Million
TABLE 280 Asia Pacific SMEs Market by Country, 2018 - 2021, USD Million
TABLE 281 Asia Pacific SMEs Market by Country, 2022 - 2028, USD Million
TABLE 282 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 283 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 284 Asia Pacific Cloud Market by Country, 2018 - 2021, USD Million
TABLE 285 Asia Pacific Cloud Market by Country, 2022 - 2028, USD Million
TABLE 286 Asia Pacific On-premise Market by Country, 2018 - 2021, USD Million
TABLE 287 Asia Pacific On-premise Market by Country, 2022 - 2028, USD Million
TABLE 288 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Country, 2018 - 2021, USD Million
TABLE 289 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Country, 2022 - 2028, USD Million
TABLE 290 China Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 291 China Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 292 China Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 293 China Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 294 China Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 295 China Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 296 China Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 297 China Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 298 China Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 299 China Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 300 Japan Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 301 Japan Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 302 Japan Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 303 Japan Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 304 Japan Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 305 Japan Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 306 Japan Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 307 Japan Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 308 Japan Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 309 Japan Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 310 India Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 311 India Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 312 India Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 313 India Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 314 India Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 315 India Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 316 India Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 317 India Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 318 India Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 319 India Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 320 South Korea Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 321 South Korea Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 322 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 323 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 324 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 325 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 326 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 327 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 328 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 329 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 330 Singapore Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 331 Singapore Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 332 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 333 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 334 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 335 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 336 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 337 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 338 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 339 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 340 Malaysia Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 341 Malaysia Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 342 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 343 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 344 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 345 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 346 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 347 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 348 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 349 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 350 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 351 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 352 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 353 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 354 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 355 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 356 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 357 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 358 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 359 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 360 LAMEA Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 361 LAMEA Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 362 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 363 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 364 LAMEA Platform Market by Country, 2018 - 2021, USD Million
TABLE 365 LAMEA Platform Market by Country, 2022 - 2028, USD Million
TABLE 366 LAMEA Services Market by Country, 2018 - 2021, USD Million
TABLE 367 LAMEA Services Market by Country, 2022 - 2028, USD Million
TABLE 368 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 369 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 370 LAMEA BFSI Market by Country, 2018 - 2021, USD Million
TABLE 371 LAMEA BFSI Market by Country, 2022 - 2028, USD Million
TABLE 372 LAMEA IT & ITeS Market by Country, 2018 - 2021, USD Million
TABLE 373 LAMEA IT & ITeS Market by Country, 2022 - 2028, USD Million
TABLE 374 LAMEA Manufacturing Market by Country, 2018 - 2021, USD Million
TABLE 375 LAMEA Manufacturing Market by Country, 2022 - 2028, USD Million
TABLE 376 LAMEA Retail & Ecommerce Market by Country, 2018 - 2021, USD Million
TABLE 377 LAMEA Retail & Ecommerce Market by Country, 2022 - 2028, USD Million
TABLE 378 LAMEA Government & Defense Market by Country, 2018 - 2021, USD Million
TABLE 379 LAMEA Government & Defense Market by Country, 2022 - 2028, USD Million
TABLE 380 LAMEA Healthcare & Life Sciences Market by Country, 2018 - 2021, USD Million
TABLE 381 LAMEA Healthcare & Life Sciences Market by Country, 2022 - 2028, USD Million
TABLE 382 LAMEA Telecom Market by Country, 2018 - 2021, USD Million
TABLE 383 LAMEA Telecom Market by Country, 2022 - 2028, USD Million
TABLE 384 LAMEA Energy & Utilities Market by Country, 2018 - 2021, USD Million
TABLE 385 LAMEA Energy & Utilities Market by Country, 2022 - 2028, USD Million
TABLE 386 LAMEA Travel & Tourism Market by Country, 2018 - 2021, USD Million
TABLE 387 LAMEA Travel & Tourism Market by Country, 2022 - 2028, USD Million
TABLE 388 LAMEA Other Vertical Market by Country, 2018 - 2021, USD Million
TABLE 389 LAMEA Other Vertical Market by Country, 2022 - 2028, USD Million
TABLE 390 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 391 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 392 LAMEA Large Enterprises Market by Country, 2018 - 2021, USD Million
TABLE 393 LAMEA Large Enterprises Market by Country, 2022 - 2028, USD Million
TABLE 394 LAMEA SMEs Market by Country, 2018 - 2021, USD Million
TABLE 395 LAMEA SMEs Market by Country, 2022 - 2028, USD Million
TABLE 396 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 397 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 398 LAMEA Cloud Market by Country, 2018 - 2021, USD Million
TABLE 399 LAMEA Cloud Market by Country, 2022 - 2028, USD Million
TABLE 400 LAMEA On-premise Market by Country, 2018 - 2021, USD Million
TABLE 401 LAMEA On-premise Market by Country, 2022 - 2028, USD Million
TABLE 402 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Country, 2018 - 2021, USD Million
TABLE 403 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Country, 2022 - 2028, USD Million
TABLE 404 Brazil Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 405 Brazil Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 406 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 407 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 408 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 409 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 410 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 411 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 412 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 413 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 414 Argentina Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 415 Argentina Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 416 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 417 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 418 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 419 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 420 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 421 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 422 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 423 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 424 UAE Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 425 UAE Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 426 UAE Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 427 UAE Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 428 UAE Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 429 UAE Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 430 UAE Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 431 UAE Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 432 UAE Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 433 UAE Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 434 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 435 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 436 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 437 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 438 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 439 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 440 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 441 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 442 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 443 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 444 South Africa Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 445 South Africa Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 446 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 447 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 448 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 449 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 450 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 451 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 452 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 453 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 454 Nigeria Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 455 Nigeria Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 456 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 457 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 458 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 459 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 460 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 461 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 462 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 463 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 464 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
TABLE 465 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
TABLE 466 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
TABLE 467 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
TABLE 468 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
TABLE 469 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
TABLE 470 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
TABLE 471 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
TABLE 472 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
TABLE 473 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
TABLE 474 key information - Microsoft Corporation
TABLE 475 Key Information - Amazon Web Services, Inc.
TABLE 476 Key Information - Google LLC
TABLE 477 Key information - IBM Corporation
TABLE 478 key information - Hewlett Packard Enterprise Company
TABLE 479 key information - Alteryx, Inc.
TABLE 480 Key Information - Cloudera, Inc.
TABLE 481 Key Information - DataRobot, Inc.
TABLE 482 Key Information - Domino Data Lab, Inc.
TABLE 483 Key Information - H2O.ai, Inc.

List of Figures

FIG 1 Methodology for the research
FIG 2 KBV Cardinal Matrix
FIG 3 Key Leading Strategies: Percentage Distribution (2018-2022)
FIG 4 Key Strategic Move: (Product Launches and Product Expansions : 2018, Nov - 2022, Dec) Leading Players
FIG 5 Global Machine Learning Model Operationalization Management (MLOps) Market share by Component, 2021
FIG 6 Global Machine Learning Model Operationalization Management (MLOps) Market share by Component, 2028
FIG 7 Global Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2028, USD Million
FIG 8 Global Machine Learning Model Operationalization Management (MLOps) Market share by Vertical, 2021
FIG 9 Global Machine Learning Model Operationalization Management (MLOps) Market share by Vertical, 2028
FIG 10 Global Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2028, USD Million
FIG 11 Global Machine Learning Model Operationalization Management (MLOps) Market share by Organization size, 2021
FIG 12 Global Machine Learning Model Operationalization Management (MLOps) Market share by Organization size, 2028
FIG 13 Global Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2028, USD Million
FIG 14 Global Machine Learning Model Operationalization Management (MLOps) Market share by Deployment Mode, 2021
FIG 15 Global Machine Learning Model Operationalization Management (MLOps) Market share by Deployment Mode, 2028
FIG 16 Global Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2028, USD Million
FIG 17 Global Machine Learning Model Operationalization Management (MLOps) Market share by Region, 2021
FIG 18 Global Machine Learning Model Operationalization Management (MLOps) Market share by Region, 2028
FIG 19 Global Machine Learning Model Operationalization Management (MLOps) Market by Region, 2018 - 2028, USD Million
FIG 20 Recent strategies and developments: Microsoft Corporation
FIG 21 SWOT Analysis: Microsoft Corporation
FIG 22 Recent strategies and developments: Amazon Web Services, Inc.
FIG 23 SWOT analysis: Amazon.com, Inc.
FIG 24 SWOT Analysis: Alphabet Inc. (Google LLC)
FIG 25 Swot analysis: IBM Corporation
FIG 26 Recent strategies and developments: Hewlett Packard Enterprise Company
FIG 27 Recent strategies and developments: Domino Data Lab
FIG 28 Recent strategies and developments: H2O.ai, Inc.

The Global Machine Learning Model Operationalization Management (MLOps) Market size is expected to reach $8.5 billion by 2028, rising at a market growth of 38.9% CAGR during the forecast period.

Data scientists and operations specialists can work together and communicate using MLOps, a set of techniques. Implementing Machine Learning and Deep Learning models in large production environments can be automated while improving quality and streamlining the management process. In addition, aligning models with business demands and regulatory standards is simpler.

MLOps is gradually becoming a stand-alone method for managing the ML lifecycle. It covers every lifecycle stage, including data collection, model building (using the software development lifecycle and continuous integration/delivery), deployment, orchestration, health, governance, diagnostics, and business metrics.

Machine learning technology solutions are being aggressively adopted by businesses to improve the customer experience and support maximizing profit. Market participants are implementing advanced data processing and integration strategies to gather insights and get a competitive edge over rivals. The use of MLOps in enterprises is still in its infancy.

As people become more aware of the advantages of doing so, there will likely be lucrative chances for market expansion. The demand for cutting-edge solutions for improved data management is fueled by the expanding usage of data science technologies for improvements in computing power, artificial intelligence, and system learning.

The well-known industry verticals, such as retail, healthcare, education, telecommunication, manufacturing, and financial institutions, have a significant demand for machine learning. Standardized models and workflows are made possible with the assistance of ML Ops. Additionally, it facilitates the simple implementation of machine learning technology anywhere, which is the primary factor in enterprises' high preference for them.

COVID-19 Impact Analysis

The COVID-19 pandemic is anticipated to be aided by artificial intelligence technology. Several nations are using population surveillance techniques made possible by machine learning and artificial intelligence to track and trace COVID-19 cases. For instance, researchers in South Korea use geo-location information and surveillance camera footage to monitor coronavirus cases. In addition, data scientists use machine intelligence algorithms to anticipate the location of the next outbreak and notify the appropriate authorities, allowing for real-time illness tracking. This has permitted technologically advanced nations to put a speed breaker on the spread of the virus. Such active endeavors are projected to increase the demand for machine intelligence solutions during the upcoming period.

Market Growth Factors

ML should be standardized for efficient teamwork.

Manual data collection and reprocessing are inefficient and may yield unacceptable results. MLOps aids in automating the entire workflow of ML models. This comprises data collection, the model creation, testing, retraining, and deployment. MLOps assist businesses in reducing errors and saving time. For the company-wide adoption of ML models, IT and business professionals and data scientists and engineers are involved in cooperation.

Use of Machine Leading Expanded in The Financial Sector

Financial institutions possess a vast amount of client information. They may collect information on purchases, spending habits, platform usage, and geo-locational preferences in addition to standard banking information, such as bank account balances, to create a 360-degree image of the consumer. This enables the bank to offer goods and services that are particularly tailored to the customer's requirements and preferences. Therefore, the growing use of ML in the financial industry will fuel the expansion of the MLOps market.

Market Restraining Factors

Lack of Expertise

While more SMBs in the machine learning as a service industry use cloud-based services, the time-consuming machine learning integration process will become significantly less time-consuming. It helps to enhance an organization's efficiency without recruiting human resources by avoiding repetitive work. Organizations need now utilise MLOps in data management to collect and integrate the enormous volumes of data from several internal and external data sources and unite the data silos.

Components Outlook

Based on components, the Machine Learning Model Operationalization Management (MLOps) Market is categorized into Platform and Services. In 2021, the services segment recorded a sizable revenue share. MLOps solutions are being adopted by businesses worldwide to strengthen their customer interaction, brand recognition, and marketing initiatives. Organizations can effortlessly engage consumers, communicate more effectively, and broaden their reach using MLOps marketing tools.

Deployment Mode Outlook

Based on deployment mode, the Machine Learning Model Operationalization Management (MLOps) Market is classified into On-Premises and Cloud. The cloud category had the most revenue share in the market in 2021. To boost employee productivity, the cloud-based system enables worldwide IT task outsourcing. Three other types of cloud computing exist private, public, and hybrid. The public cloud's rising popularity is primarily due to its numerous organizational advantages, including flexibility and scalability, remote access, simplicity, speedier installation, and many other benefits.

Organization Size Outlook

Based on organization size, the Machine Learning Model Operationalization Management (MLOps) Market is categorized into Large Enterprises and SMEs based on Organization Size. In 2021, the small and medium-sized business segment obtained a sizeable revenue share. This is because machine learning adoption enables SMEs to optimize their processes on a limited budget. Shortly, it is anticipated that AI and machine learning will be the key technologies that let SMEs access digital resources and save money on ICT.

Vertical Outlook

Based on vertical, the Machine Learning Model Operationalization Management (MLOps) Market is categorized into BFSI, Retail and eCommerce, Government and Defense, Healthcare and Life Sciences, Manufacturing, Telecom, IT and ITeS, Energy, and Utilities, Transportation and Logistics, and Others. The BFSI sector produced the highest revenue share in the market in 2021. However, most banks also experience considerable difficulties managing inert models, particularly in settings where application deployments could be more active and influential. MLOps, which essentially applies DevOps techniques and methods to machine learning, can assist banks in swiftly and effectively addressing some of these issues.

Regional Outlook

Based on geography, the Machine Learning Model Operationalization Management (MLOps) Market is classified into North America, Europe, Asia Pacific, and LAMEA. North America is anticipated to hold the most significant market share during the projection period. By market share, North America is one of the top regions for MLOps. MLOps in this region are expanding due to the use of ML technology by nations like the US and Canada in various application fields. The US is regarded as one of the key contributors to North American MLOps market.

The major strategies followed by the market participants are Product Launches. Based on the Analysis presented in the Cardinal matrix; Microsoft Corporation and Google LLC are the forerunners in the Machine Learning Model Operationalization Management (MLOps). Companies such as Amazon Web Services, Inc. (Amazon.com, Inc.), IBM Corporation, Hewlett-Packard enterprise Company are some of the key innovators in Machine Learning Model Operationalization Management (MLOps).

The market research report covers the analysis of key stake holders of the market. Key companies profiled in the report include Microsoft Corporation, Amazon Web Services, Inc. (Amazon.com, Inc.), Google LLC, IBM Corporation, Hewlett-Packard enterprise Company, Alteryx, Inc., Cloudera, Inc., DataRobot, Inc., Domino Data Lab, Inc., and H2O.ai, Inc.

Recent Strategies Deployed in Machine Learning Model Operationalization Management (MLOps)

Partnerships, Collaborations & Agreements

Sep-2022: Domino Data Lab has collaborated with Nvidia, a Chipmaker company, and NetApp, a data management and storage system provider. This collaboration is aimed to advance the latest solutions and reference architecture that would help data science and machine learning workloads that are operating in muli cloud and hybrid systems.

Mar-2022: Amazon collaborated with Virginia Tech, a public land-grant research university, and launched an initiative for ML and AI research. This collaboration would allow doctoral students who have applied for Amazon fellowships and are performing ML and AI research. Additionally, this would help the efforts of faculty members engaged in the field of research.

Feb-2022: Microsoft entered into a partnership with Tata Consultancy Services, an Indian company focusing on providing information technology services and consulting. Under the partnership, Tata Consultancy Services leveraged its software, TCS Intelligent Urban Exchange (IUX) and TCS Customer Intelligence & Insights (CI&I), to enable businesses in providing hyper-personalized customer experiences. CI&I and IUX are supported by artificial intelligence (AI), and machine learning, and assist in real-time data analytics. The CI&I software empowered retailers, banks, insurers, and other businesses to gather insights, predictions, and recommended actions in real-time to enhance the satisfaction of customers.

Mar-2021: Amazon partnered with Hugging Face, a company that develops tools for building applications using machine learning. Through this Partnership, the company would ease the use of Machine Learning models for organizations and provide advanced NLP features in comparatively lesser time.

Feb-2021: Amazon Web Services entered into a partnership with Salesforce, a cloud-based software company. The partnership enabled us to utilize a complete set of Salesforce and AWS capabilities simultaneously to rapidly develop and deploy new business applications that facilitate digital transformation. Salesforce also embedded AWS services for voice, video, artificial intelligence (AI), and machine learning (ML) directly in new applications for sales, service, and industry vertical use cases.

Product Launches and Product Expansions:

Dec-2022: Alteryx, Inc. launched Alteryx Machine Learning. This newly launched product consists of Time Series enhancements which would broaden the predictive power of the company's machine learning product. The product also includes a user interface (UI) update with new model evaluation abilities creating the process of model development highly simple and intuitive.

Apr-2022: Hewlett Packard released Machine Learning Development System (MLDS) and Swarm Learning, their new machine learning solutions. The two solutions are focused on simplifying the burdens of AI development in a development environment that progressively consists of large amounts of protected data and specialized hardware. The MLDS provides a full software and services stack, including a training platform (the HPE Machine Learning Development Environment), container management (Docker), cluster management (HPE Cluster Manager), and Red Hat Enterprise Linux

May-2022: Hewlett Packard launched HPE Swarm Learning and the new Machine Learning (ML) Development System, two AI and ML-based solutions. These new solutions increase the accuracy of models, solve AI infrastructure burdens, and improve data privacy standards. The company declared the new tool a "breakthrough AI solution" that focuses on fast-tracking insights at the edge, with attributes ranging from identifying card fraud to diagnosing diseases.

Jan-2022: Domino Data Lab unveiled Domino 5.0, the first Enterprise MLOps solution, an end-to-end software suite optimized to run AI workloads with VMWare. This newly launched platform would help the end-to-end data science lifecycle and offer data scientists in using the tools of their choice.

May-2021: Google released Vertex AI, a novel managed machine learning platform that enables developers to more easily deploy and maintain their AI models. Engineers can use Vertex AI to manage video, image, text, and tabular datasets, and develop machine learning pipelines to train and analyze models utilizing Google Cloud algorithms or custom training code. After that, the engineers can install models for online or batch use cases all on scalable managed infrastructure.

Mar-2021: Microsoft released updates to Azure Arc, its service that brought Azure products and management to multiple clouds, edge devices, and data centers with auditing, compliance, and role-based access. Microsoft also made Azure Arc-enabled Kubernetes available. Azure Arc-enabled Machine Learning and Azure Arc-enabled Kubernetes are developed to aid companies to find a balance between enjoying the advantages of the cloud and maintaining apps and maintaining apps and workloads on-premises for regulatory and operational reasons. The new services enable companies to implement Kubernetes clusters and create machine learning models where data lives, as well as handle applications and models from a single dashboard.

Acquisitions and Mergers

Jul-2021: DataRobot took over Algorithmia, a machine learning operations platform. The acquisition of Algorithmia would strengthen DataRobot's position as the preeminent provider of complete solutions in the MLOps space, focused on offering machine learning models into production.

Jun-2021: Hewlett Packard completed the acquisition of Determined AI, a San Francisco-based startup that offers a strong and solid software stack to train AI models faster, at any scale, utilizing its open-source machine learning (ML) platform. Hewlett Packard integrated Determined AI's unique software solution with its world-leading AI and high-performance computing (HPC) products to empower ML engineers to conveniently deploy and train machine learning models to offer faster and more precise analysis from their data in almost every industry.

May-2021: IBM acquired Waeg, a Salesforce Consulting Partner in Europe. Through this acquisition, IBM would broaden IBM's suite of Salesforce services and develop IBM's AI and hybrid cloud strategy. Additionally, this acquisition is based on IBM's continued investment in Salesforce consulting services to address the growing client requirements for experience-led business transformation and the latest customer engagement strategies supported by machine learning, data, and AI.

Scope of the Study

Market Segments covered in the Report:

By Component

Platform
Services

By Vertical

BFSI
IT & ITeS
Manufacturing
Retail & Ecommerce
Government & Defense
Healthcare & Life Sciences
Telecom
Energy & Utilities
Travel & Tourism
Others

By Organization size

Large Enterprises
SMEs

By Deployment Mode

Cloud
On-premise

By Geography

North America
- US
- Canada
- Mexico
- Rest of North America
Europe
- Germany
- UK
- France
- Russia
- Spain
- Italy
- Rest of Europe
Asia Pacific
- China
- Japan
- India
- South Korea
- Singapore
- Malaysia
- Rest of Asia Pacific
LAMEA
- Brazil
- Argentina
- UAE
- Saudi Arabia
- South Africa
- Nigeria
- Rest of LAMEA

Companies Profiled

Microsoft Corporation
Amazon Web Services, Inc. (Amazon.com, Inc.)
Google LLC
IBM Corporation
Hewlett-Packard enterprise Company
Alteryx, Inc.
Cloudera, Inc.
DataRobot, Inc.
Domino Data Lab, Inc.
H2O.ai, Inc.

Unique Offerings from KBV Research

Exhaustive coverage
Highest number of market tables and figures
Subscription based model available
Guaranteed best price
Assured post sales research support with 10% customization free

Chapter 1. Market Scope & Methodology

1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
- 1.4.1 Global Machine Learning Model Operationalization Management (MLOps) Market, by Component
- 1.4.2 Global Machine Learning Model Operationalization Management (MLOps) Market, by Vertical
- 1.4.3 Global Machine Learning Model Operationalization Management (MLOps) Market, by Organization size
- 1.4.4 Global Machine Learning Model Operationalization Management (MLOps) Market, by Deployment Mode
- 1.4.5 Global Machine Learning Model Operationalization Management (MLOps) Market, by Geography
1.5 Methodology for the research

Chapter 2. Market Overview

2.1 Introduction
- 2.1.1 Overview
  - 2.1.1.1 Market Composition and Scenario
2.2 Key Factors Impacting the Market
- 2.2.1 Market Drivers
- 2.2.2 Market Restraints

Chapter 3. Competition Analysis - Global

3.1 KBV Cardinal Matrix
3.2 Recent Industry Wide Strategic Developments
- 3.2.1 Partnerships, Collaborations and Agreements
- 3.2.2 Product Launches and Product Expansions
- 3.2.3 Acquisition and Mergers
3.3 Top Winning Strategies
- 3.3.1 Key Leading Strategies: Percentage Distribution (2018-2022)
- 3.3.2 Key Strategic Move: (Product Launches and Product Expansions : 2018, Nov - 2022, Dec) Leading Players

Chapter 4. Global Machine Learning Model Operationalization Management (MLOps) Market by Component

4.1 Global Platform Market by Region
4.2 Global Services Market by Region

Chapter 5. Global Machine Learning Model Operationalization Management (MLOps) Market by Vertical

5.1 Global BFSI Market by Region
5.2 Global IT & ITeS Market by Region
5.3 Global Manufacturing Market by Region
5.4 Global Retail & Ecommerce Market by Region
5.5 Global Government & Defense Market by Region
5.6 Global Healthcare & Life Sciences Market by Region
5.7 Global Telecom Market by Region
5.8 Global Energy & Utilities Market by Region
5.9 Global Travel & Tourism Market by Region
5.1 Global Other Vertical Market by Region

Chapter 6. Global Machine Learning Model Operationalization Management (MLOps) Market by Organization size

6.1 Global Large Enterprises Market by Region
6.2 Global SMEs Market by Region

Chapter 7. Global Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode

7.1 Global Cloud Market by Region
7.2 Global On-premise Market by Region

Chapter 8. Global Machine Learning Model Operationalization Management (MLOps) Market by Region

8.1 North America Machine Learning Model Operationalization Management (MLOps) Market
- 8.1.1 North America Machine Learning Model Operationalization Management (MLOps) Market by Component
  - 8.1.1.1 North America Platform Market by Country
  - 8.1.1.2 North America Services Market by Country
- 8.1.2 North America Machine Learning Model Operationalization Management (MLOps) Market by Vertical
  - 8.1.2.1 North America BFSI Market by Country
  - 8.1.2.2 North America IT & ITeS Market by Country
  - 8.1.2.3 North America Manufacturing Market by Country
  - 8.1.2.4 North America Retail & Ecommerce Market by Country
  - 8.1.2.5 North America Government & Defense Market by Country
  - 8.1.2.6 North America Healthcare & Life Sciences Market by Country
  - 8.1.2.7 North America Telecom Market by Country
  - 8.1.2.8 North America Energy & Utilities Market by Country
  - 8.1.2.9 North America Travel & Tourism Market by Country
  - 8.1.2.10 North America Other Vertical Market by Country
- 8.1.3 North America Machine Learning Model Operationalization Management (MLOps) Market by Organization size
  - 8.1.3.1 North America Large Enterprises Market by Country
  - 8.1.3.2 North America SMEs Market by Country
- 8.1.4 North America Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.1.4.1 North America Cloud Market by Country
  - 8.1.4.2 North America On-premise Market by Country
- 8.1.5 North America Machine Learning Model Operationalization Management (MLOps) Market by Country
  - 8.1.5.1 US Machine Learning Model Operationalization Management (MLOps) Market
    - 8.1.5.1.1 US Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.1.5.1.2 US Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.1.5.1.3 US Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.1.5.1.4 US Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.1.5.2 Canada Machine Learning Model Operationalization Management (MLOps) Market
    - 8.1.5.2.1 Canada Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.1.5.2.2 Canada Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.1.5.2.3 Canada Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.1.5.2.4 Canada Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.1.5.3 Mexico Machine Learning Model Operationalization Management (MLOps) Market
    - 8.1.5.3.1 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.1.5.3.2 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.1.5.3.3 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.1.5.3.4 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.1.5.4 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market
    - 8.1.5.4.1 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.1.5.4.2 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.1.5.4.3 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.1.5.4.4 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
8.2 Europe Machine Learning Model Operationalization Management (MLOps) Market
- 8.2.1 Europe Machine Learning Model Operationalization Management (MLOps) Market by Component
  - 8.2.1.1 Europe Platform Market by Country
  - 8.2.1.2 Europe Services Market by Country
- 8.2.2 Europe Machine Learning Model Operationalization Management (MLOps) Market by Vertical
  - 8.2.2.1 Europe BFSI Market by Country
  - 8.2.2.2 Europe IT & ITeS Market by Country
  - 8.2.2.3 Europe Manufacturing Market by Country
  - 8.2.2.4 Europe Retail & Ecommerce Market by Country
  - 8.2.2.5 Europe Government & Defense Market by Country
  - 8.2.2.6 Europe Healthcare & Life Sciences Market by Country
  - 8.2.2.7 Europe Telecom Market by Country
  - 8.2.2.8 Europe Energy & Utilities Market by Country
  - 8.2.2.9 Europe Travel & Tourism Market by Country
  - 8.2.2.10 Europe Other Vertical Market by Country
- 8.2.3 Europe Machine Learning Model Operationalization Management (MLOps) Market by Organization size
  - 8.2.3.1 Europe Large Enterprises Market by Country
  - 8.2.3.2 Europe SMEs Market by Country
- 8.2.4 Europe Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.2.4.1 Europe Cloud Market by Country
  - 8.2.4.2 Europe On-premise Market by Country
- 8.2.5 Europe Machine Learning Model Operationalization Management (MLOps) Market by Country
  - 8.2.5.1 Germany Machine Learning Model Operationalization Management (MLOps) Market
    - 8.2.5.1.1 Germany Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.2.5.1.2 Germany Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.2.5.1.3 Germany Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.2.5.1.4 Germany Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.2.5.2 UK Machine Learning Model Operationalization Management (MLOps) Market
    - 8.2.5.2.1 UK Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.2.5.2.2 UK Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.2.5.2.3 UK Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.2.5.2.4 UK Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.2.5.3 France Machine Learning Model Operationalization Management (MLOps) Market
    - 8.2.5.3.1 France Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.2.5.3.2 France Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.2.5.3.3 France Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.2.5.3.4 France Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.2.5.4 Russia Machine Learning Model Operationalization Management (MLOps) Market
    - 8.2.5.4.1 Russia Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.2.5.4.2 Russia Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.2.5.4.3 Russia Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.2.5.4.4 Russia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.2.5.5 Spain Machine Learning Model Operationalization Management (MLOps) Market
    - 8.2.5.5.1 Spain Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.2.5.5.2 Spain Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.2.5.5.3 Spain Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.2.5.5.4 Spain Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.2.5.6 Italy Machine Learning Model Operationalization Management (MLOps) Market
    - 8.2.5.6.1 Italy Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.2.5.6.2 Italy Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.2.5.6.3 Italy Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.2.5.6.4 Italy Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.2.5.7 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market
    - 8.2.5.7.1 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.2.5.7.2 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.2.5.7.3 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.2.5.7.4 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
8.3 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market
- 8.3.1 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Component
  - 8.3.1.1 Asia Pacific Platform Market by Country
  - 8.3.1.2 Asia Pacific Services Market by Country
- 8.3.2 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Vertical
  - 8.3.2.1 Asia Pacific BFSI Market by Country
  - 8.3.2.2 Asia Pacific IT & ITeS Market by Country
  - 8.3.2.3 Asia Pacific Manufacturing Market by Country
  - 8.3.2.4 Asia Pacific Retail & Ecommerce Market by Country
  - 8.3.2.5 Asia Pacific Government & Defense Market by Country
  - 8.3.2.6 Asia Pacific Healthcare & Life Sciences Market by Country
  - 8.3.2.7 Asia Pacific Telecom Market by Country
  - 8.3.2.8 Asia Pacific Energy & Utilities Market by Country
  - 8.3.2.9 Asia Pacific Travel & Tourism Market by Country
  - 8.3.2.10 Asia Pacific Other Vertical Market by Country
- 8.3.3 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Organization size
  - 8.3.3.1 Asia Pacific Large Enterprises Market by Country
  - 8.3.3.2 Asia Pacific SMEs Market by Country
- 8.3.4 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.3.4.1 Asia Pacific Cloud Market by Country
  - 8.3.4.2 Asia Pacific On-premise Market by Country
- 8.3.5 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Country
  - 8.3.5.1 China Machine Learning Model Operationalization Management (MLOps) Market
    - 8.3.5.1.1 China Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.3.5.1.2 China Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.3.5.1.3 China Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.3.5.1.4 China Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.3.5.2 Japan Machine Learning Model Operationalization Management (MLOps) Market
    - 8.3.5.2.1 Japan Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.3.5.2.2 Japan Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.3.5.2.3 Japan Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.3.5.2.4 Japan Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.3.5.3 India Machine Learning Model Operationalization Management (MLOps) Market
    - 8.3.5.3.1 India Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.3.5.3.2 India Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.3.5.3.3 India Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.3.5.3.4 India Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.3.5.4 South Korea Machine Learning Model Operationalization Management (MLOps) Market
    - 8.3.5.4.1 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.3.5.4.2 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.3.5.4.3 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.3.5.4.4 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.3.5.5 Singapore Machine Learning Model Operationalization Management (MLOps) Market
    - 8.3.5.5.1 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.3.5.5.2 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.3.5.5.3 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.3.5.5.4 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.3.5.6 Malaysia Machine Learning Model Operationalization Management (MLOps) Market
    - 8.3.5.6.1 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.3.5.6.2 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.3.5.6.3 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.3.5.6.4 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.3.5.7 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market
    - 8.3.5.7.1 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.3.5.7.2 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.3.5.7.3 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.3.5.7.4 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
8.4 LAMEA Machine Learning Model Operationalization Management (MLOps) Market
- 8.4.1 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Component
  - 8.4.1.1 LAMEA Platform Market by Country
  - 8.4.1.2 LAMEA Services Market by Country
- 8.4.2 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Vertical
  - 8.4.2.1 LAMEA BFSI Market by Country
  - 8.4.2.2 LAMEA IT & ITeS Market by Country
  - 8.4.2.3 LAMEA Manufacturing Market by Country
  - 8.4.2.4 LAMEA Retail & Ecommerce Market by Country
  - 8.4.2.5 LAMEA Government & Defense Market by Country
  - 8.4.2.6 LAMEA Healthcare & Life Sciences Market by Country
  - 8.4.2.7 LAMEA Telecom Market by Country
  - 8.4.2.8 LAMEA Energy & Utilities Market by Country
  - 8.4.2.9 LAMEA Travel & Tourism Market by Country
  - 8.4.2.10 LAMEA Other Vertical Market by Country
- 8.4.3 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Organization size
  - 8.4.3.1 LAMEA Large Enterprises Market by Country
  - 8.4.3.2 LAMEA SMEs Market by Country
- 8.4.4 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.4.4.1 LAMEA Cloud Market by Country
  - 8.4.4.2 LAMEA On-premise Market by Country
- 8.4.5 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Country
  - 8.4.5.1 Brazil Machine Learning Model Operationalization Management (MLOps) Market
    - 8.4.5.1.1 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.4.5.1.2 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.4.5.1.3 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.4.5.1.4 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.4.5.2 Argentina Machine Learning Model Operationalization Management (MLOps) Market
    - 8.4.5.2.1 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.4.5.2.2 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.4.5.2.3 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.4.5.2.4 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.4.5.3 UAE Machine Learning Model Operationalization Management (MLOps) Market
    - 8.4.5.3.1 UAE Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.4.5.3.2 UAE Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.4.5.3.3 UAE Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.4.5.3.4 UAE Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.4.5.4 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market
    - 8.4.5.4.1 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.4.5.4.2 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.4.5.4.3 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.4.5.4.4 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.4.5.5 South Africa Machine Learning Model Operationalization Management (MLOps) Market
    - 8.4.5.5.1 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.4.5.5.2 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.4.5.5.3 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.4.5.5.4 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.4.5.6 Nigeria Machine Learning Model Operationalization Management (MLOps) Market
    - 8.4.5.6.1 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.4.5.6.2 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.4.5.6.3 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.4.5.6.4 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  - 8.4.5.7 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market
    - 8.4.5.7.1 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Component
    - 8.4.5.7.2 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Vertical
    - 8.4.5.7.3 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Organization size
    - 8.4.5.7.4 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode

Chapter 9. Company Profiles

9.1 Microsoft Corporation
- 9.1.1 Company Overview
- 9.1.2 Financial Analysis
- 9.1.4 Research & Development Expenses
- 9.1.5 Recent strategies and developments:
  - 9.1.5.1 Partnerships, Collaborations, and Agreements:
  - 9.1.5.2 Product Launches and Product Expansions:
- 9.1.6 SWOT Analysis
9.2 Amazon Web Services, Inc. (Amazon.com, Inc.)
- 9.2.1 Company Overview
- 9.2.2 Financial Analysis
- 9.2.3 Segmental Analysis
- 9.2.4 Recent strategies and developments:
  - 9.2.4.1 Partnerships, Collaborations, and Agreements:
  - 9.2.4.2 Product Launches and Product Expansions:
- 9.2.5 SWOT Analysis
9.3 Google LLC
- 9.3.1 Company Overview
- 9.3.2 Financial Analysis
- 9.3.3 Segmental and Regional Analysis
- 9.3.4 Research & Development Expense
- 9.3.5 Recent strategies and developments:
  - 9.3.5.1 Product Launches and Product Expansions:
- 9.3.6 SWOT Analysis
9.4 IBM Corporation
- 9.4.1 Company Overview
- 9.4.2 Financial Analysis
- 9.4.3 Regional & Segmental Analysis
- 9.4.4 Research & Development Expenses
- 9.4.5 Recent strategies and developments:
  - 9.4.5.1 Acquisition and Mergers:
- 9.4.1 SWOT Analysis
9.5 Hewlett Packard Enterprise Company
- 9.5.1 Company Overview
- 9.5.2 Financial Analysis
- 9.5.3 Segmental and Regional Analysis
- 9.5.4 Research & Development Expense
- 9.5.5 Recent strategies and developments:
  - 9.5.5.1 Product Launches and Product Expansions:
  - 9.5.5.2 Acquisition and Mergers:
9.6 Alteryx, Inc.
- 9.6.1 Company Overview
- 9.6.2 Financial Analysis
- 9.6.3 Regional Analysis
- 9.6.4 Research & Development Expense
- 9.6.5 Recent strategies and developments:
  - 9.6.5.1 Product Launches and Product Expansions:
9.7 Cloudera, Inc.
- 9.7.1 Company Overview
- 9.7.2 Financial Analysis
- 9.7.3 Segmental Analysis
- 9.7.4 Research & Development Expense
9.8 DataRobot, Inc.
- 9.8.1 Company Overview
- 9.8.2 Recent strategies and developments:
  - 9.8.2.1 Acquisition and Mergers:
9.9 Domino Data Lab, Inc.
- 9.9.1 Company Overview
- 9.9.2 Recent strategies and developments:
  - 9.9.2.1 Partnerships, Collaborations, and Agreements:
  - 9.9.2.2 Product Launches and Product Expansions:
9.10. H2O.ai, Inc.
- 9.10.1 Company Overview
- 9.10.2 Recent strategies and developments:
  - 9.10.2.1 Partnerships, Collaborations, and Agreements:
  - 9.10.2.2 Product Launches and Product Expansions:

機械学習モデル運用管理の世界市場の規模、シェア、産業動向分析レポート：コンポーネント別、業界別、組織規模別、展開形態別、地域別展望と予測、2022年～2028年

Global Machine Learning Model Operationalization Management Market Size, Share & Industry Trends Analysis Report By Component, By Vertical, By Organization size, By Deployment Mode, By Regional Outlook and Forecast, 2022 - 2028

目次

第1章市場の範囲と調査手法

第2章市場概要

第3章競合分析-世界

第4章機械学習モデル運用管理（MLOps）の世界市場：コンポーネント別

第5章機械学習モデル運用管理（MLOps）の世界市場：業界別

第6章機械学習モデル運用管理（MLOps）の世界市場：組織規模別

第7章：機械学習モデル運用管理（MLOps）の世界市場：デプロイメントモード別

第8章機械学習モデル運用管理（MLOps）の世界市場：地域別

第9章企業プロファイル

LIST OF TABLES

Scope of the Study

Table of Contents

Chapter 1. Market Scope & Methodology

Chapter 2. Market Overview

Chapter 3. Competition Analysis - Global

Chapter 4. Global Machine Learning Model Operationalization Management (MLOps) Market by Component

Chapter 5. Global Machine Learning Model Operationalization Management (MLOps) Market by Vertical

Chapter 6. Global Machine Learning Model Operationalization Management (MLOps) Market by Organization size

Chapter 7. Global Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode

Chapter 8. Global Machine Learning Model Operationalization Management (MLOps) Market by Region

Chapter 9. Company Profiles

機械学習モデル運用管理の世界市場の規模、シェア、産業動向分析レポート：コンポーネント別、業界別、組織規模別、展開形態別、地域別展望と予測、2022年～2028年

Global Machine Learning Model Operationalization Management Market Size, Share & Industry Trends Analysis Report By Component, By Vertical, By Organization size, By Deployment Mode, By Regional Outlook and Forecast, 2022 - 2028

目次

第1章 市場の範囲と調査手法

第2章 市場概要

第3章 競合分析-世界

第4章 機械学習モデル運用管理（MLOps）の世界市場：コンポーネント別

第5章 機械学習モデル運用管理（MLOps）の世界市場：業界別

第6章 機械学習モデル運用管理（MLOps）の世界市場：組織規模別

第7章：機械学習モデル運用管理（MLOps）の世界市場：デプロイメントモード別

第8章 機械学習モデル運用管理（MLOps）の世界市場：地域別

第9章 企業プロファイル

LIST OF TABLES

Scope of the Study

Table of Contents

Chapter 1. Market Scope & Methodology

Chapter 2. Market Overview

Chapter 3. Competition Analysis - Global

Chapter 4. Global Machine Learning Model Operationalization Management (MLOps) Market by Component

Chapter 5. Global Machine Learning Model Operationalization Management (MLOps) Market by Vertical

Chapter 6. Global Machine Learning Model Operationalization Management (MLOps) Market by Organization size

Chapter 7. Global Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode

Chapter 8. Global Machine Learning Model Operationalization Management (MLOps) Market by Region

Chapter 9. Company Profiles

第1章市場の範囲と調査手法

第2章市場概要

第3章競合分析-世界

第4章機械学習モデル運用管理（MLOps）の世界市場：コンポーネント別

第5章機械学習モデル運用管理（MLOps）の世界市場：業界別

第6章機械学習モデル運用管理（MLOps）の世界市場：組織規模別

第8章機械学習モデル運用管理（MLOps）の世界市場：地域別

第9章企業プロファイル