機械学習プラットフォームの世界市場：市場規模・シェア・動向、業界分析 (展開方式別・組織規模別・用途別・業種別・プラットフォーム能力別・地域別)、将来予測 (2025年～2034年)

Polaris Market Researchの最新調査によると、機械学習プラットフォーム市場規模は2034年までに4,627億3,000万米ドルに達する見込みです。このレポートは現在の市場力学を詳細に洞察し、将来の市場成長に関する分析を提供しています。

機械学習プラットフォームは、機械学習モデル開発と展開のエンドツーエンドのライフサイクルを効率化するツールとサービスの統合スイートです。機械学習プラットフォーム市場の成長は、機械学習とローコードおよびノーコード環境の融合に起因しており、深い技術的専門知識がなくてもAI機能に広くアクセスできるようになっています。この統合は、複雑なMLワークフローを簡素化し、より迅速なモデルの実験と展開を可能にするというプラットフォームの中核的な目的に合致しています。非技術系チームに権限を与え、開発期間を短縮し、AI主導のイノベーションを加速するために、このようなプラットフォームを利用する企業が増えています。企業が日常業務にインテリジェンスを導入しようとする中で、直感的でユーザーフレンドリーなプラットフォームへの需要は高まり続けています。

機械学習プラットフォームに対する需要は、責任あるAIとモデルガバナンスの重視によって高まっています。機密性の高いアプリケーションでMLの採用が進む中、モデルの結果の透明性、公平性、説明責任を確保する必要性が高まっています。プラットフォームは、倫理的な懸念に対処し、AIシステムに対する信頼を構築するために、説明可能性、バイアス検出、および規制遵守のための機能を含むように進化しています。このシフトは、より説明責任を果たし、人間中心のAI開発実践に向けた幅広い動きを反映しています。ベンダーは、企業のリスク管理ニーズに対応し、責任あるAIツールをプラットフォーム環境に直接組み込むことで、自社のソリューションを長期的な戦略的関連性に位置付けています。

機械学習プラットフォーム市場：分析概要

展開方式別では、クラウドベースのセグメントが2024年の機械学習プラットフォーム市場シェアをリードしました。その固有のスケーラビリティ、コスト効率、適応性が現代ビジネスのダイナミックな要件に合致したからです。

プラットフォーム機能別では、AutoMLセグメントは、非専門家のための機械学習モデル開発へのアクセスを合理化し、拡大する能力により、最も高い成長率を経験すると予測されています。

北米は、堅牢な技術エコシステム、分析ソリューションの早期導入、主要AIおよびクラウドプロバイダーの集中によって支えられており、2024年の機械学習プラットフォーム市場の収益で最大のシェアを占めました。

アジア太平洋市場は、デジタルトランスフォーメーションの加速、インターネット導入の増加、地域全体におけるAIに焦点を当てた実質的な投資に後押しされ、最速期間で成長すると予想されています。

世界の主要企業には、Addepto sp. z o.o.、Amazon Web Services, Inc.、Databricks、DataRobot, Inc.、Google、IBM Corporation、IndiaNIC Infotech Limited、LeewayHertz、Markovate Inc.、Microsoft、MobiDev、Neoteric sp. z o.o.、Redblink、ScienceSoft USA Corporationなどがあります。

目次

第1章 イントロダクション

第2章 エグゼクティブサマリー

第3章 分析手法

第4章 世界の機械学習プラットフォーム市場の洞察

• 市場スナップショット
• 機械学習プラットフォームの市場力学
  • 促進要因と機会
    • クラウドコンピューティング、AIフレームワーク、ビッグデータ分析プラットフォームとの統合の進歩
    • データ量と複雑さの増加
  • 抑制要因と課題
    • 標準化の欠如とスキル予測分析人材不足による導入の遅れ
• PESTLE分析
• 機械学習プラットフォーム市場：材料別の動向
• バリューチェーン分析

第5章 世界の機械学習プラットフォーム市場：展開方式別

• 主な分析結果
• イントロダクション
• クラウドベース
• オンプレミス
• ハイブリッド

第6章 世界の機械学習プラットフォーム市場：組織規模別

• 主な分析結果
• イントロダクション
• 大企業
• 中小企業
• スタートアップ

第7章 世界の機械学習プラットフォーム市場：用途別

• 主な分析結果
• イントロダクション
• 予測分析
• 自然言語処理
• コンピュータービジョン
• 推奨システム
• その他

第8章 世界の機械学習プラットフォーム市場：業種別

• 主な分析結果
• イントロダクション
• 銀行・金融サービス・保険 (BFSI)
• 医療・ライフサイエンス
• 小売業・eコマース
• 製造業
• 通信
• その他

第9章 世界の機械学習プラットフォーム市場：プラットフォーム機能別

• 主な分析結果
• イントロダクション
• AutoMLプラットフォーム
• フルサービスMLプラットフォーム
• 特殊MLツール
• MLOpsソリューション
• その他

世界の機械学習プラットフォーム市場：地域別

• 主な分析結果
• イントロダクション
  • 機械学習プラットフォーム市場の分析：地域別（2020～2034年）
• 北米
  • 北米：展開方式別（2020～2034年）
  • 北米：組織規模別（2020～2034年）
  • 北米：用途別（2020～2034年）
  • 北米：業種別（2020～2034年）
  • 北米：プラットフォーム機能別（2020～2034年）
  • 米国
    • 米国：展開方式別（2020～2034年）
    • 米国：組織規模別（2020～2034年）
    • 米国：用途別（2020～2034年）
    • 米国：業種別（2020～2034年）
    • 米国：プラットフォーム能力別（2020～2034年）
  • カナダ
    • カナダ：展開方式別（2020～2034年）
    • カナダ：組織規模別（2020～2034年）
    • カナダ：用途別（2020～2034年）
    • カナダ：業種別（2020～2034年）
    • カナダ：プラットフォーム能力別（2020～2034年）
• 欧州
  • 欧州：展開方式別（2020～2034年）
  • 欧州：組織規模別（2020～2034年）
  • 欧州：用途別（2020～2034年）
  • 欧州：業種別（2020～2034年）
  • 欧州：プラットフォーム能力別（2020～2034年）
  • 英国
    • 英国：展開方式別（2020～2034年）
    • 英国：組織規模別（2020～2034年）
    • 英国：用途別（2020～2034年）
    • 英国：業種別（2020～2034年）
    • 英国：プラットフォーム能力別（2020～2034年）
  • フランス
    • フランス：展開方式別（2020～2034年）
    • フランス：組織規模別（2020～2034年）
    • フランス：用途別（2020～2034年）
    • フランス：業種別（2020～2034年）
    • フランス：プラットフォーム能力別（2020～2034年）
  • ドイツ
    • ドイツ：展開方式別（2020～2034年）
    • ドイツ：組織規模別（2020～2034年）
    • ドイツ：用途別（2020～2034年）
    • ドイツ：業種別（2020～2034年）
    • ドイツ：プラットフォーム能力別（2020～2034年）
  • イタリア
    • イタリア：展開方式別（2020～2034年）
    • イタリア：組織規模別（2020～2034年）
    • イタリア：用途別（2020～2034年）
    • イタリア：業種別（2020～2034年）
    • イタリア：プラットフォーム能力別（2020～2034年）
  • スペイン
    • スペイン：展開方式別（2020～2034年）
    • スペイン：組織規模別（2020～2034年）
    • スペイン：用途別（2020～2034年）
    • スペイン：業種別（2020～2034年）
    • スペイン：プラットフォーム能力別（2020～2034年）
  • オランダ
    • オランダ：展開方式別（2020～2034年）
    • オランダ：組織規模別（2020～2034年）
    • オランダ：用途別（2020～2034年）
    • オランダ：業種別（2020～2034年）
    • オランダ：プラットフォーム能力別（2020～2034年）
  • ロシア
    • ロシア：展開方式別（2020～2034年）
    • ロシア：組織規模別（2020～2034年）
    • ロシア：用途別（2020～2034年）
    • ロシア：業種別（2020～2034年）
    • ロシア：プラットフォーム能力別（2020～2034年）
  • その他欧州
    • その他欧州：展開方式別（2020～2034年）
    • その他欧州：組織規模別（2020～2034年）
    • その他欧州：用途別（2020～2034年）
    • その他欧州：業種別（2020～2034年）
    • その他欧州：プラットフォーム能力別（2020～2034年）
• アジア太平洋
  • アジア太平洋：展開方式別（2020～2034年）
  • アジア太平洋：組織規模別（2020～2034年）
  • アジア太平洋：用途別（2020～2034年）
  • アジア太平洋：業種別（2020～2034年）
  • アジア太平洋：プラットフォーム機能別（2020～2034年）
  • 中国
    • 中国：展開方式別（2020～2034年）
    • 中国：組織規模別（2020～2034年）
    • 中国：用途別（2020～2034年）
    • 中国：業種別（2020～2034年）
    • 中国：プラットフォーム能力別（2020～2034年）
  • インド
    • インド：展開方式別（2020～2034年）
    • インド：組織規模別（2020～2034年）
    • インド：用途別（2020～2034年）
    • インド：業種別（2020～2034年）
    • インド：プラットフォーム能力別（2020～2034年）
  • マレーシア
    • マレーシア：展開方式別（2020～2034年）
    • マレーシア：組織規模別（2020～2034年）
    • マレーシア：用途別（2020～2034年）
    • マレーシア：業種別（2020～2034年）
    • マレーシア：プラットフォーム能力別（2020～2034年）
  • 日本
    • 日本：展開方式別（2020～2034年）
    • 日本：組織規模別、2020年～2034年
    • 日本：用途別（2020～2034年）
    • 日本：業種別、2020年～2034年
    • 日本：プラットフォーム能力別（2020～2034年）
  • インドネシア
    • インドネシア：展開方式別（2020～2034年）
    • インドネシア：組織規模別（2020～2034年）
    • インドネシア：用途別（2020～2034年）
    • インドネシア：業種別（2020～2034年）
    • インドネシア：プラットフォーム能力別（2020～2034年）
  • 韓国
    • 韓国：展開方式別（2020～2034年）
    • 韓国：組織規模別（2020～2034年）
    • 韓国：用途別（2020～2034年）
    • 韓国：業種別（2020～2034年）
    • 韓国：プラットフォーム能力別（2020～2034年）
  • オーストラリア
    • オーストラリア：展開方式別（2020～2034年）
    • オーストラリア：組織規模別（2020～2034年）
    • オーストラリア：用途別（2020～2034年）
    • オーストラリア：業種別（2020～2034年）
    • オーストラリア：プラットフォーム能力別（2020～2034年）
  • その他アジア太平洋
    • その他アジア太平洋：展開方式別（2020～2034年）
    • その他アジア太平洋：組織規模別（2020～2034年）
    • その他アジア太平洋：用途別（2020～2034年）
    • その他アジア太平洋：業種別（2020～2034年）
    • その他アジア太平洋：プラットフォーム能力別（2020～2034年）
• 中東・アフリカ
  • 中東・アフリカ：展開方式別（2020～2034年）
  • 中東・アフリカ：組織規模別（2020～2034年）
  • 中東・アフリカ：用途別（2020～2034年）
  • 中東・アフリカ：業種別（2020～2034年）
  • 中東・アフリカ：プラットフォーム能力別（2020～2034年）
  • サウジアラビア
    • サウジアラビア：展開方式別（2020～2034年）
    • サウジアラビア：組織規模別（2020～2034年）
    • サウジアラビア：用途別（2020～2034年）
    • サウジアラビア：業種別（2020～2034年）
    • サウジアラビア：プラットフォーム能力別（2020～2034年）
  • アラブ首長国連邦
    • UAE：展開方式別（2020～2034年）
    • UAE：組織規模別（2020～2034年）
    • UAE：用途別（2020～2034年）
    • UAE：業種別（2020～2034年）
    • UAE：プラットフォーム能力別（2020～2034年）
  • イスラエル
    • イスラエル：展開方式別（2020～2034年）
    • イスラエル：組織規模別（2020～2034年）
    • イスラエル：用途別（2020～2034年）
    • イスラエル：業種別（2020～2034年）
    • イスラエル：プラットフォーム能力別（2020～2034年）
  • 南アフリカ
    • 南アフリカ：展開方式別（2020～2034年）
    • 南アフリカ：組織規模別（2020～2034年）
    • 南アフリカ：用途別（2020～2034年）
    • 南アフリカ：業種別（2020～2034年）
    • 南アフリカ：プラットフォーム能力別（2020～2034年）
  • その他中東とアフリカ
    • その他中東・アフリカ：展開方式別（2020～2034年）
    • その他中東・アフリカ：組織規模別（2020～2034年）
    • その他中東・アフリカ：用途別（2020～2034年）
    • その他中東・アフリカ：業種別（2020～2034年）
    • その他中東・アフリカ：プラットフォーム能力別（2020～2034年）
• ラテンアメリカ
  • ラテンアメリカ：展開方式別（2020～2034年）
  • ラテンアメリカ：組織規模別（2020～2034年）
  • ラテンアメリカ：用途別（2020～2034年）
  • ラテンアメリカ：業種別（2020～2034年）
  • ラテンアメリカ：プラットフォーム能力別（2020～2034年）
  • メキシコ
    • メキシコ：展開方式別（2020～2034年）
    • メキシコ：組織規模別（2020～2034年）
    • メキシコ：用途別（2020～2034年）
    • メキシコ：業種別（2020～2034年）
    • メキシコ：プラットフォーム能力別（2020～2034年）
  • ブラジル
    • ブラジル：展開方式別（2020～2034年）
    • ブラジル：組織規模別（2020～2034年）
    • ブラジル：用途別（2020～2034年）
    • ブラジル：業種別（2020～2034年）
    • ブラジル：プラットフォーム能力別（2020～2034年）
  • アルゼンチン
    • アルゼンチン：展開方式別（2020～2034年）
    • アルゼンチン：組織規模別（2020～2034年）
    • アルゼンチン：用途別（2020～2034年）
    • アルゼンチン：業種別（2020～2034年）
    • アルゼンチン：プラットフォーム能力別（2020～2034年）
  • その他ラテンアメリカ
    • その他ラテンアメリカ：展開方式別（2020～2034年）
    • その他ラテンアメリカ：組織規模別（2020～2034年）
    • その他ラテンアメリカ：用途別（2020～2034年）
    • その他ラテンアメリカ：業種別（2020～2034年）
    • その他ラテンアメリカ：プラットフォーム能力別（2020～2034年）

第10章 競合情勢

• 事業拡大・企業買収の分析
  • 事業拡大
  • 企業買収
• 提携/協業/合意/公開

第11章 企業プロファイル

• Addepto sp. z o.o.
• Amazon Web Services, Inc.
• Databricks
• DataRobot, Inc
• Google
• IBM Corporation
• IndiaNIC Infotech Limited.
• LeewayHertz.
• Markovate Inc.
• Microsoft
• MobiDev
• Neoteric sp. z o.o.
• Redblink
• ScienceSoft USA Corporation.

List of Tables:

• Table 1 Global Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 2 Global Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 3 Global Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 4 Global Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 5 Global Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 6 North America: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 7 North America: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 8 North America: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 9 North America: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 10 North America: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 11 US: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 12 US: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 13 US: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 14 US: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 15 US: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 16 Canada: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 17 Canada: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 18 Canada: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 19 Canada: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 20 Canada: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 21 Europe: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 22 Europe: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 23 Europe: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 24 Europe: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 25 Europe: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 26 UK: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 27 UK: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 28 UK: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 29 UK: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 30 UK: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 31 France: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 32 France: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 33 France: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 34 France: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 35 France: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 36 Germany: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 37 Germany: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 38 Germany: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 39 Germany: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 40 Germany: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 41 Italy: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 42 Italy: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 43 Italy: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 44 Italy: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 45 Italy: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 46 Spain: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 47 Spain: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 48 Spain: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 49 Spain: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 50 Spain: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 51 Netherlands: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 52 Netherlands: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 53 Netherlands: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 54 Netherlands: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 55 Netherlands: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 56 Russia: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 57 Russia: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 58 Russia: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 59 Russia: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 60 Russia: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 61 Rest of Europe: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 62 Rest of Europe: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 63 Rest of Europe: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 64 Rest of Europe: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 65 Rest of Europe: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 66 Asia Pacific: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 67 Asia Pacific: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 68 Asia Pacific: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 69 Asia Pacific: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 70 Asia Pacific: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 71 China: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 72 China: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 73 China: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 74 China: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 75 China: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 76 India: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 77 India: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 78 India: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 79 India: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 80 India: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 81 Malaysia: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 82 Malaysia: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 83 Malaysia: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 84 Malaysia: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 85 Malaysia: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 86 Japan: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 87 Japan: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 88 Japan: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 89 Japan: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 90 Japan: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 91 Indonesia: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 92 Indonesia: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 93 Indonesia: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 94 Indonesia: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 95 Indonesia: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 96 South Korea: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 97 South Korea: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 98 South Korea: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 99 South Korea: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 100 South Korea: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 101 Australia: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 102 Australia: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 103 Australia: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 104 Australia: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 105 Australia: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 106 Rest of Asia Pacific: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 107 Rest of Asia Pacific: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 108 Rest of Asia Pacific: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 109 Rest of Asia Pacific: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 110 Rest of Asia Pacific: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 111 Middle East & Africa: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 112 Middle East & Africa: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 113 Middle East & Africa: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 114 Middle East & Africa: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 115 Middle East & Africa: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 116 Saudi Arabia: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 117 Saudi Arabia: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 118 Saudi Arabia: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 119 Saudi Arabia: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 120 Saudi Arabia: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 121 UAE: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 122 UAE: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 123 UAE: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 124 UAE: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 125 UAE: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 126 Israel: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 127 Israel: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 128 Israel: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 129 Israel: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 130 Israel: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 131 South Africa: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 132 South Africa: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 133 South Africa: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 134 South Africa: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 135 South Africa: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 136 Rest of Middle East & Africa: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 137 Rest of Middle East & Africa: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 138 Rest of Middle East & Africa: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 139 Rest of Middle East & Africa: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 140 Rest of Middle East & Africa: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 141 Latin America: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 142 Latin America: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 143 Latin America: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 144 Latin America: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 145 Latin America: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 146 Mexico: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 147 Mexico: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 148 Mexico: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 149 Mexico: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 150 Mexico: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 151 Brazil: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 152 Brazil: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 153 Brazil: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 154 Brazil: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 155 Brazil: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 156 Argentina: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 157 Argentina: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 158 Argentina: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 159 Argentina: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 160 Argentina: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• Table 161 Rest of Latin America: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
• Table 162 Rest of Latin America: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
• Table 163 Rest of Latin America: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• Table 164 Rest of Latin America: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• Table 165 Rest of Latin America: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)

List of Figures:

• Figure 1. Global Machine Learning Platforms Market, 2020-2034 (USD Billion)
• Figure 2. Integrated Ecosystem
• Figure 3. Research Methodology: Top-Down & Bottom-Up Price
• Figure 4. Market by Geography
• Figure 5. Porter's Five Forces
• Figure 6. Market By Deployment Type
• Figure 7. Global Machine Learning Platforms Market, By Deployment Type, 2024 & 2034 (USD Billion)
• Figure 8. Market By Organization Size
• Figure 9. Global Machine Learning Platforms Market, By Organization Size, 2024 & 2034 (USD Billion)
• Figure 10. Market by Application
• Figure 11. Global Machine Learning Platforms Market, by Application, 2024 & 2034 (USD Billion)
• Figure 12. Market by Industry Vertical
• Figure 13. Global Machine Learning Platforms Market, by Industry Vertical, 2024 & 2034 (USD Billion)
• Figure 14. Market by Platform Capability
• Figure 15. Global Machine Learning Platforms Market, by Platform Capability, 2024 & 2034 (USD Billion)

The machine learning platforms market size is expected to reach USD 462.73 billion by 2034, according to a new study by Polaris Market Research. The report "Machine Learning Platforms Market Share, Size, Trends, Industry Analysis Report: By Deployment Type (Cloud-Based, On-Premises, and Hybrid), Organization Size, Application, Industry Vertical, Platform Capability, and Region (North America, Europe, Asia Pacific, Latin America, and Middle East & Africa); Market Forecast, 2025-2034" gives a detailed insight into current market dynamics and provides analysis on future market growth.

A machine learning platform is an integrated suite of tools and services that streamlines the end-to-end lifecycle of machine learning model development and deployment. The machine learning platforms market growth is attributed to the convergence of machine learning with low-code and no-code environments, allowing broader accessibility to AI capabilities without deep technical expertise. This integration aligns with the platform's core purpose of simplifying complex ML workflows, enabling faster model experimentation and deployment. Organizations are increasingly turning to such platforms to empower non-technical teams, reduce development timelines, and accelerate AI-driven innovation. The demand for intuitive, user-friendly platforms continues to rise as businesses seek to infuse intelligence into everyday operations.

The demand for machine learning platforms is growing due to the emphasis on responsible AI and model governance. There is a heightened need to ensure transparency, fairness, and accountability in model outcomes with the increasing adoption of ML across sensitive applications. Platforms are evolving to include features for explainability, bias detection, and regulatory compliance to address ethical concerns and build trust in AI systems. This shift reflects a broader movement toward more accountable and human-centric AI development practices. Vendors are addressing enterprise risk management needs and positioning their solutions for long-term strategic relevance by embedding responsible AI tools directly into the platform environment.

Machine Learning Platforms Market Report Highlights

In terms of deployment type, the cloud-based segment led the machine learning platforms market share in 2024, as its inherent scalability, cost-effectiveness, and adaptability met the dynamic requirements of contemporary businesses.

Based on platform capability, the AutoML segment is anticipated to experience the highest growth rate, owing to its capacity to streamline and broaden access to machine learning model development for non-experts.

North America accounted for the largest share of the machine learning platforms market revenue in 2024, supported by its robust tech ecosystem, early embrace of analytics solutions, and concentration of major AI and cloud providers.

The Asia Pacific market is expected to grow during the fastest period, fueled by accelerating digital transformation, rising internet adoption, and substantial AI-focused investments across the region.

A few global key market players include Addepto sp. z o.o.; Amazon Web Services, Inc.; Databricks; DataRobot, Inc.; Google; IBM Corporation; IndiaNIC Infotech Limited; LeewayHertz; Markovate Inc.; Microsoft; MobiDev; Neoteric sp. z o.o.; Redblink; and ScienceSoft USA Corporation.

Polaris Market Research has segmented the market report on the basis of deployment type, organization size, application, industry vertical, platform capability, and region:

By Deployment Type Outlook (Revenue, USD Billion, 2020-2034)

Cloud-Based

On-Premises

Hybrid

By Organization Size Outlook (Revenue, USD Billion, 2020-2034)

Large Enterprises

Small and Medium Enterprises (SMEs)

Startups

By Application Outlook (Revenue, USD Billion, 2020-2034)

Predictive Analytics

Natural Language Processing

Computer Vision

Recommendation Systems

Others

By Industry Vertical Outlook (Revenue, USD Billion, 2020-2034)

Banking, Financial Services & Insurance

Healthcare & Life Sciences

Retail & E-commerce

Manufacturing

Telecommunications

Others

By Platform Capability Outlook (Revenue, USD Billion, 2020-2034)

AutoML Platforms

Full-Service ML Platforms

Specialized ML Tools

MLOps Solutions

Others

By Regional Outlook (Revenue, USD Billion, 2020-2034)

North America

US

Canada

Mexico

Europe

Germany

France

UK

Italy

Spain

Netherlands

Russia

Rest of Europe

Asia Pacific

China

Japan

India

Malaysia

South Korea

Indonesia

Australia

Rest of Asia Pacific

Middle East & Africa

Saudi Arabia

UAE

Israel

South Africa

Rest of Middle East & Africa

Latin America

Brazil

Argentina

Rest of Latin America

Table of Contents

1. Introduction

• 1.1. Report Description
  • 1.1.1. Objectives of the Study
  • 1.1.2. Market Scope
  • 1.1.3. Assumptions
• 1.2. Stakeholders

2. Executive Summary

• 2.1. Market Highlights

3. Research Methodology

• 3.1. Overview
  • 3.1.1. Data Mining
• 3.2. Data Sources
  • 3.2.1. Primary Sources
  • 3.2.2. Secondary Sources

4. Global Machine Learning Platforms Market Insights

• 4.1. Machine Learning Platforms Market - Material Snapshot
• 4.2. Machine Learning Platforms Market Dynamics
  • 4.2.1. Drivers and Opportunities
    • 4.2.1.1. Advances in Cloud Computing, AI Frameworks, and Integration with Big Data Analytics Platforms
    • 4.2.1.2. Rising Data Volume and Complexity
  • 4.2.2. Restraints and Challenges
    • 4.2.2.1. Slow Adoption Due to Lack of Standardization and SkilPredictive Analytics Workforce
• 4.3. Porter's Five Forces Analysis
  • 4.3.1. Bargaining Power of Suppliers (Moderate)
  • 4.3.2. Threats of New Entrants: (Low)
  • 4.3.3. Bargaining Power of Buyers (Moderate)
  • 4.3.4. Threat of Substitute (Moderate)
  • 4.3.5. Rivalry among existing firms (High)
• 4.4. PESTEL Analysis
• 4.5. Machine Learning Platforms Market Material Trends
• 4.6. Value Chain Analysis

5. Global Machine Learning Platforms Market, by Deployment Type

• 5.1. Key Findings
• 5.2. Introduction
  • 5.2.1. Global Machine Learning Platforms Market, by Deployment Type, 2020-2034 (USD Billion)
• 5.3. Cloud-Based
  • 5.3.1. Global Machine Learning Platforms Market, by Cloud-Based, by Region, 2020-2034 (USD Billion)
• 5.4. On-premises
  • 5.4.1. Global Machine Learning Platforms Market, by On-premises, by Region, 2020-2034 (USD Billion)
• 5.5. Hybrid
  • 5.5.1. Global Machine Learning Platforms Market, by Hybrid, by Region, 2020-2034 (USD Billion)

6. Global Machine Learning Platforms Market, by Organization Size

• 6.1. Key Findings
• 6.2. Introduction
  • 6.2.1. Global Machine Learning Platforms Market, by Organization Size, 2020-2034 (USD Billion)
• 6.3. Large Enterprises
  • 6.3.1. Global Machine Learning Platforms Market, by Large Enterprises, by Region, 2020-2034 (USD Billion)
• 6.4. Small and Medium Enterprises (SMEs)
  • 6.4.1. Global Machine Learning Platforms Market, by Small and Medium Enterprises (SMEs), by Region, 2020-2034 (USD Billion)
• 6.5. Startups
  • 6.5.1. Global Machine Learning Platforms Market, by Startups, by Region, 2020-2034 (USD Billion)

7. Global Machine Learning Platforms Market, by Application

• 7.1. Key Findings
• 7.2. Introduction
  • 7.2.1. Global Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
• 7.3. Predictive Analytics
  • 7.3.1. Global Machine Learning Platforms Market, by Predictive Analytics, by Region, 2020-2034 (USD Billion)
• 7.4. NATURAL LANGUAGE PROCESSING
  • 7.4.1. Global Machine Learning Platforms Market, by NATURAL LANGUAGE PROCESSING, by Region, 2020-2034 (USD Billion)
• 7.5. Computer Vision
  • 7.5.1. Global Machine Learning Platforms Market, by Computer Vision, by Region, 2020-2034 (USD Billion)
• 7.6. Recommendation Systems
  • 7.6.1. Global Machine Learning Platforms Market, by Recommendation Systems, by Region, 2020-2034 (USD Billion)
• 7.7. Others
  • 7.7.1. Global Machine Learning Platforms Market, by Others, by Region, 2020-2034 (USD Billion)

8. Global Machine Learning Platforms Market, by Industry Vertical

• 8.1. Key Findings
• 8.2. Introduction
  • 8.2.1. Global Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
• 8.3. Banking, Financial Services & Insurance
  • 8.3.1. Global Machine Learning Platforms Market, by Banking, Financial Services & Insurance, by Region, 2020-2034 (USD Billion)
• 8.4. Healthcare & Life Sciences
  • 8.4.1. Global Machine Learning Platforms Market, by Healthcare & Life Sciences, by Region, 2020-2034 (USD Billion)
• 8.5. Retail & E-commerce
  • 8.5.1. Global Machine Learning Platforms Market, by Retail & E-commerce, by Region, 2020-2034 (USD Billion)
• 8.6. Manufacturing
  • 8.6.1. Global Machine Learning Platforms Market, by Manufacturing, by Region, 2020-2034 (USD Billion)
• 8.7. Telecommunications
  • 8.7.1. Global Machine Learning Platforms Market, by Telecommunications, by Region, 2020-2034 (USD Billion)
• 8.8. Others
  • 8.8.1. Global Machine Learning Platforms Market, by Others, by Region, 2020-2034 (USD Billion)

9. Global Machine Learning Platforms Market, by Platform Capability

• 9.1. Key Findings
• 9.2. Introduction
  • 9.2.1. Global Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• 9.3. AutoML Platforms
  • 9.3.1. Global Machine Learning Platforms Market, by AutoML Platforms, 2020-2034 (USD Billion)
• 9.4. Full-Service ML Platforms
  • 9.4.1. Global Machine Learning Platforms Market, by Full-Service ML Platforms, 2020-2034 (USD Billion)
• 9.5. Specialized ML Tools
  • 9.5.1. Global Machine Learning Platforms Market, by Specialized ML Tools, 2020-2034 (USD Billion)
• 9.6. MLOps Solutions
  • 9.6.1. Global Machine Learning Platforms Market, by MLOps Solutions, 2020-2034 (USD Billion)
• 9.7. Others
  • 9.7.1. Global Machine Learning Platforms Market, by Others, 2020-2034 (USD Billion)

Global Machine Learning Platforms Market, by Geography

• 9.8. Key Findings
• 9.9. Introduction
  • 9.9.1. Machine Learning Platforms Market Assessment, By Geography, 2020-2034 (USD Billion)
• 9.10. Machine Learning Platforms Market - North America
  • 9.10.1. North America: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
  • 9.10.2. North America: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
  • 9.10.3. North America: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
  • 9.10.4. North America: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
  • 9.10.5. North America: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.10.6. Machine Learning Platforms Market - US
    • 9.10.6.1. US: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.10.6.2. US: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.10.6.3. US: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.10.6.4. US: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.10.6.5. US: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.10.7. Machine Learning Platforms Market - Canada
    • 9.10.7.1. Canada: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.10.7.2. Canada: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.10.7.3. Canada: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.10.7.4. Canada: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.10.7.5. Canada: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• 9.11. Machine Learning Platforms Market - Europe
  • 9.11.1. Europe: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
  • 9.11.2. Europe: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
  • 9.11.3. Europe: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
  • 9.11.4. Europe: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
  • 9.11.5. Europe: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.11.6. Machine Learning Platforms Market - UK
    • 9.11.6.1. UK: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.11.6.2. UK: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.11.6.3. UK: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.11.6.4. UK: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.11.6.5. UK: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.11.7. Machine Learning Platforms Market - France
    • 9.11.7.1. France: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.11.7.2. France: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.11.7.3. France: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.11.7.4. France: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.11.7.5. France: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.11.8. Machine Learning Platforms Market - Germany
    • 9.11.8.1. Germany: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.11.8.2. Germany: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.11.8.3. Germany: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.11.8.4. Germany: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.11.8.5. Germany: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.11.9. Machine Learning Platforms Market - Italy
    • 9.11.9.1. Italy: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.11.9.2. Italy: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.11.9.3. Italy: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.11.9.4. Italy: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.11.9.5. Italy: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.11.10. Machine Learning Platforms Market - Spain
    • 9.11.10.1. Spain: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.11.10.2. Spain: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.11.10.3. Spain: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.11.10.4. Spain: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.11.10.5. Spain: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.11.11. Machine Learning Platforms Market - Netherlands
    • 9.11.11.1. Netherlands: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.11.11.2. Netherlands: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.11.11.3. Netherlands: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.11.11.4. Netherlands: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.11.11.5. Netherlands: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.11.12. Machine Learning Platforms Market - Russia
    • 9.11.12.1. Russia: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.11.12.2. Russia: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.11.12.3. Russia: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.11.12.4. Russia: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.11.12.5. Russia: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.11.13. Machine Learning Platforms Market - Rest of Europe
    • 9.11.13.1. Rest of Europe: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.11.13.2. Rest of Europe: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.11.13.3. Rest of Europe: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.11.13.4. Rest of Europe: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.11.13.5. Rest of Europe: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• 9.12. Machine Learning Platforms Market - Asia Pacific
  • 9.12.1. Asia Pacific: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
  • 9.12.2. Asia Pacific: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
  • 9.12.3. Asia Pacific: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
  • 9.12.4. Asia Pacific: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
  • 9.12.5. Asia Pacific: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.12.6. Machine Learning Platforms Market - China
    • 9.12.6.1. China: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.12.6.2. China: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.12.6.3. China: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.12.6.4. China: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.12.6.5. China: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.12.7. Machine Learning Platforms Market - India
    • 9.12.7.1. India: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.12.7.2. India: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.12.7.3. India: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.12.7.4. India: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.12.7.5. India: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.12.8. Machine Learning Platforms Market - Malaysia
    • 9.12.8.1. Malaysia: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.12.8.2. Malaysia: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.12.8.3. Malaysia: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.12.8.4. Malaysia: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.12.8.5. Malaysia: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.12.9. Machine Learning Platforms Market - Japan
    • 9.12.9.1. Japan: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.12.9.2. Japan: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.12.9.3. Japan: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.12.9.4. Japan: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.12.9.5. Japan: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.12.10. Machine Learning Platforms Market - Indonesia
    • 9.12.10.1. Indonesia: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.12.10.2. Indonesia: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.12.10.3. Indonesia: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.12.10.4. Indonesia: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.12.10.5. Indonesia: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.12.11. Machine Learning Platforms Market - South Korea
    • 9.12.11.1. South Korea: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.12.11.2. South Korea: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.12.11.3. South Korea: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.12.11.4. South Korea: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.12.11.5. South Korea: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.12.12. Machine Learning Platforms Market - Australia
    • 9.12.12.1. Australia: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.12.12.2. Australia: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.12.12.3. Australia: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.12.12.4. Australia: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.12.12.5. Australia: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.12.13. Machine Learning Platforms Market - Rest of Asia Pacific
    • 9.12.13.1. Rest of Asia Pacific: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.12.13.2. Rest of Asia Pacific: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.12.13.3. Rest of Asia Pacific: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.12.13.4. Rest of Asia Pacific: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.12.13.5. Rest of Asia Pacific: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• 9.13. Machine Learning Platforms Market - Middle East & Africa
  • 9.13.1. Middle East & Africa: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
  • 9.13.2. Middle East & Africa: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
  • 9.13.3. Middle East & Africa: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
  • 9.13.4. Middle East & Africa: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
  • 9.13.5. Middle East & Africa: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.13.6. Machine Learning Platforms Market - Saudi Arabia
    • 9.13.6.1. Saudi Arabia: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.13.6.2. Saudi Arabia: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.13.6.3. Saudi Arabia: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.13.6.4. Saudi Arabia: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.13.6.5. Saudi Arabia: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.13.7. Machine Learning Platforms Market - UAE
    • 9.13.7.1. UAE: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.13.7.2. UAE: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.13.7.3. UAE: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.13.7.4. UAE: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.13.7.5. UAE: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.13.8. Machine Learning Platforms Market - Israel
    • 9.13.8.1. Israel: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.13.8.2. Israel: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.13.8.3. Israel: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.13.8.4. Israel: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.13.8.5. Israel: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.13.9. Machine Learning Platforms Market - South Africa
    • 9.13.9.1. South Africa: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.13.9.2. South Africa: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.13.9.3. South Africa: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.13.9.4. South Africa: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.13.9.5. South Africa: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.13.10. Machine Learning Platforms Market - Rest of Middle East & Africa
    • 9.13.10.1. Rest of Middle East & Africa: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.13.10.2. Rest of Middle East & Africa: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.13.10.3. Rest of Middle East & Africa: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.13.10.4. Rest of Middle East & Africa: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.13.10.5. Rest of Middle East & Africa: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
• 9.14. Machine Learning Platforms Market - Latin America
  • 9.14.1. Latin America: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
  • 9.14.2. Latin America: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
  • 9.14.3. Latin America: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
  • 9.14.4. Latin America: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
  • 9.14.5. Latin America: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.14.6. Machine Learning Platforms Market - Mexico
    • 9.14.6.1. Mexico: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.14.6.2. Mexico: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.14.6.3. Mexico: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.14.6.4. Mexico: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.14.6.5. Mexico: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.14.7. Machine Learning Platforms Market - Brazil
    • 9.14.7.1. Brazil: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.14.7.2. Brazil: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.14.7.3. Brazil: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.14.7.4. Brazil: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.14.7.5. Brazil: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.14.8. Machine Learning Platforms Market - Argentina
    • 9.14.8.1. Argentina: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.14.8.2. Argentina: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.14.8.3. Argentina: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.14.8.4. Argentina: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.14.8.5. Argentina: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)
  • 9.14.9. Machine Learning Platforms Market - Rest of Latin America
    • 9.14.9.1. Rest of Latin America: Machine Learning Platforms Market, By Deployment Type, 2020-2034 (USD Billion)
    • 9.14.9.2. Rest of Latin America: Machine Learning Platforms Market, By Organization Size, 2020-2034 (USD Billion)
    • 9.14.9.3. Rest of Latin America: Machine Learning Platforms Market, by Application, 2020-2034 (USD Billion)
    • 9.14.9.4. Rest of Latin America: Machine Learning Platforms Market, by Industry Vertical, 2020-2034 (USD Billion)
    • 9.14.9.5. Rest of Latin America: Machine Learning Platforms Market, by Platform Capability, 2020-2034 (USD Billion)

10. Competitive Landscape

• 10.1. Expansion and Acquisition Analysis
  • 10.1.1. Expansion
  • 10.1.2. Acquisitions
• 10.2. Partnerships/Collaborations/Agreements/Exhibitions

11. Company Profiles

• 11.1. Addepto sp. z o.o.
  • 11.1.1. Company Overview
  • 11.1.2. Financial Performance
  • 11.1.3. Experience Type Benchmarking
  • 11.1.4. Recent Development
• 11.2. Amazon Web Services, Inc.
  • 11.2.1. Company Overview
  • 11.2.2. Financial Performance
  • 11.2.3. Experience Type Benchmarking
  • 11.2.4. Recent Development
• 11.3. Databricks
  • 11.3.1. Company Overview
  • 11.3.2. Financial Performance
  • 11.3.3. Experience Type Benchmarking
  • 11.3.4. Recent Development
• 11.4. DataRobot, Inc
  • 11.4.1. Company Overview
  • 11.4.2. Financial Performance
  • 11.4.3. Experience Type Benchmarking
  • 11.4.4. Recent Development
• 11.5. Google
  • 11.5.1. Company Overview
  • 11.5.2. Financial Performance
  • 11.5.3. Experience Type Benchmarking
  • 11.5.4. Recent Development
• 11.6. IBM Corporation
  • 11.6.1. Company Overview
  • 11.6.2. Financial Performance
  • 11.6.3. Experience Type Benchmarking
  • 11.6.4. Recent Development
• 11.7. IndiaNIC Infotech Limited.
  • 11.7.1. Company Overview
  • 11.7.2. Financial Performance
  • 11.7.3. Experience Type Benchmarking
  • 11.7.4. Recent Development
• 11.8. LeewayHertz.
  • 11.8.1. Company Overview
  • 11.8.2. Financial Performance
  • 11.8.3. Experience Type Benchmarking
  • 11.8.4. Recent Development
• 11.9. Markovate Inc.
  • 11.9.1. Company Overview
  • 11.9.2. Financial Performance
  • 11.9.3. Experience Type Benchmarking
  • 11.9.4. Recent Development
• 11.10. Microsoft
  • 11.10.1. Company Overview
  • 11.10.2. Financial Performance
  • 11.10.3. Experience Type Benchmarking
  • 11.10.4. Recent Development
• 11.11. MobiDev
  • 11.11.1. Company Overview
  • 11.11.2. Financial Performance
  • 11.11.3. Experience Type Benchmarking
  • 11.11.4. Recent Development
• 11.12. Neoteric sp. z o.o.
  • 11.12.1. Company Overview
  • 11.12.2. Financial Performance
  • 11.12.3. Experience Type Benchmarking
  • 11.12.4. Recent Development
• 11.13. Redblink
  • 11.13.1. Company Overview
  • 11.13.2. Financial Performance
  • 11.13.3. Experience Type Benchmarking
  • 11.13.4. Recent Development
• 11.14. ScienceSoft USA Corporation.
  • 11.14.1. Company Overview
  • 11.14.2. Financial Performance
  • 11.14.3. Experience Type Benchmarking
  • 11.14.4. Recent Development