機械学習モデル運用管理の世界市場レポート 2024年

機械学習モデル運用管理市場規模は、今後数年間で飛躍的な成長が見込まれます。2028年の年間平均成長率（CAGR）は42.1％で、78億5,000万米ドルに成長します。今後の成長予測は、自動化需要の増加、モデルガバナンスとコンプライアンスへの注力、DevOpsプラクティスとの統合、コスト最適化への注目の高まり、AIインフラへの投資の増加など、いくつかの要因に起因しています。この期間に予想される主な動向には、モデルの自動展開、技術の進歩、自動機械学習（AutoML）プラクティスの進歩などがあります。

意思決定に対する需要の高まりが、今後の機械学習モデル運用管理市場の成長を牽引すると予想されます。意思決定には、最新のデータと分析を活用することで、情報に基づいた意思決定を迅速に行うことが含まれます。機械学習モデル運用管理（MLOps）は、本番環境における機械学習モデルの効率的な導入、監視、管理を可能にすることで、リアルタイムの意思決定を促進します。例えば、2022年9月、米国のテクノロジー・IT専門誌「CIO」のレポートによると、IT意思決定者の約88％がデータ収集と分析の可能性を認めており、84％の組織がデータ駆動型プロジェクトを展開または計画しているといいます。したがって、意思決定に対する需要が機械学習モデル運用管理市場の成長を後押ししています。

機械学習モデル運用管理市場の主要企業は、AutoMLツールを含む革新的な製品の開発に注力し、機械学習を組織にとってより利用しやすく、効率的でスケーラブルなものにしています。AutoML（自動機械学習）ツールは、機械学習モデルの構築と展開のプロセスを自動化します。例えば、2021年5月、Google Cloudは、企業が人工知能（AI）モデルの展開と保守を加速できるようにするマネージド機械学習（ML）プラットフォーム、Vertex AIを発表しました。Vertex AIのAutoMLは、広範な機械学習の専門知識を不要にし、機械学習モデルの構築と微調整に関わる多くのプロセスを自動化します。データの準備、モデルのトレーニング、展開のためのツールを提供します。

目次

第1章 エグゼクティブサマリー

第2章 市場の特徴

第3章 市場動向と戦略

第4章 マクロ経済シナリオ

• 高インフレが市場に与える影響
• ウクライナ・ロシア戦争が市場に与える影響
• COVID-19感染症による市場への影響

第5章 世界市場規模と成長

• 世界の市場促進要因と抑制要因
  • 市場促進要因
  • 市場抑制要因
• 世界の市場規模実績と成長、2018年～2023年
• 世界の市場規模予測と成長、2023年～2028年、2033年

第6章 市場セグメンテーション

• 世界の機械学習モデル運用管理市場、コンポーネント別セグメンテーション、実績および予測、2018-2023年、2023-2028年、2033年
• プラットホーム
• サービス
• 世界の機械学習モデル運用管理市場、展開モード別のセグメンテーション、実績および予測、2018-2023年、2023-2028年、2033年
• クラウド
• オンプレミス
• 世界の機械学習モデル運用管理市場、組織規模別のセグメンテーション、実績および予測、2018-2023年、2023-2028年、2033年
• 大企業
• 中小企業（SME）
• 世界の機械学習モデル運用管理市場、エンドユーザー別セグメンテーション、実績および予測、2018-2023年、2023-2028年、2033年
• 銀行、金融サービス、保険（BFSI）
• 製造業
• 情報技術（IT）と電気通信
• ヘルスケア
• メディアとエンターテイメント

第7章 地域および国の分析

• 世界の機械学習モデル運用管理市場、地域別、実績および予測、2018-2023年、2023-2028年、2033年
• 世界の機械学習モデル運用管理市場、国別、実績および予測、2018-2023年、2023-2028年、2033年

第8章 アジア太平洋市場

第9章 中国市場

第10章 インド市場

第11章 日本市場

第12章 オーストラリア市場

第13章 インドネシア市場

第14章 韓国市場

第15章 西欧市場

第16章 英国市場

第17章 ドイツ市場

第18章 フランス市場

第19章 イタリア市場

第20章 スペイン市場

第21章 東欧市場

第22章 ロシア市場

第23章 北米市場

第24章 米国市場

第25章 カナダ市場

第26章 南米市場

第27章 ブラジル市場

第28章 中東市場

第29章 アフリカ市場

第30章 競合情勢と企業プロファイル

• 機械学習モデル運用管理市場の競合情勢
• 機械学習モデル運用管理市場企業プロファイル
  • Amazon.com Inc.
  • Google LLC
  • Microsoft Corporation
  • Dataiku
  • Azure Machine

第31章 その他の主要および革新的な企業

• IBM Corporation
• Hewlett-Packard enterprise Company
• Databricks Inc.
• Alteryx Inc.
• Aporia
• Cloudera Inc.
• DataRobot Inc.
• Fractal Analytics Inc.
• Domino Data Lab Inc.
• Seldon Technologies Limited
• Iguazio
• NeptuneLabs GmbH
• Saturn Cloud Inc.
• H2O.ai Inc.
• ModelOp

第32章 競合ベンチマーキング

第33章 競合ダッシュボード

第34章 主要な合併と買収

第35章 将来の見通しと可能性の分析

第36章 付録

Machine learning model operationalization management involves preparing a machine learning model for deployment and integration into business applications, analytical platforms, or other operational environments. It aims to streamline the analytics development life cycle and enhance model stability by automating repetitive workflow steps.

The primary components of machine learning model operationalization management are platforms and services. A platform for managing the operationalization of machine learning models is a software platform that enables organizations to efficiently deploy, manage, and monitor machine learning models in production environments. These platforms can be deployed in cloud-based or on-premise modes and cater to organizations of various sizes, including large enterprises and small and medium enterprises (SMEs). They find application in industries such as banking, financial services and insurance (BFSI), manufacturing, information technology (IT) and telecom, healthcare, and media and entertainment.

The machine learning model operationalization management market research report is one of a series of new reports from The Business Research Company that provides machine learning model operationalization management market statistics, including machine learning model operationalization management industry global market size, regional shares, competitors with a machine learning model operationalization management market share, detailed machine learning model operationalization management market segments, market trends and opportunities, and any further data you may need to thrive in the machine learning model operationalization management industry. This machine learning model operationalization management market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

The machine learning model operationalization management market size has grown exponentially in recent years. It will grow from $1.31 billion in 2023 to $1.92 billion in 2024 at a compound annual growth rate (CAGR) of 46.7%. The growth in the historic period can be attributed to the increasing adoption rate of machine learning, growing adoption of machine learning (ML), rising complexity of models, increased data volumes, and the rise of edge computing.

The machine learning model operationalization management market size is expected to see exponential growth in the next few years. It will grow to $7.85 billion in 2028 at a compound annual growth rate (CAGR) of 42.1%. The forecasted growth in the upcoming period can be attributed to several factors, including the increasing demand for automation, a focus on model governance and compliance, integration with DevOps practices, a heightened focus on cost optimization, and increased investment in AI infrastructure. Major trends expected during this period include automated model deployment, technological advancements, and advancements in Automated Machine Learning (AutoML) practices.

The increasing demand for decision-making is expected to drive the growth of the machine learning model operationalization management market in the future. Decision-making involves making informed decisions quickly by utilizing up-to-date data and analytics. Machine learning model operationalization management (MLOps) facilitates real-time decision-making by enabling efficient deployment, monitoring, and management of machine learning models in production environments. For example, in September 2022, a report by CIO, a US-based technology and IT magazine, indicated that approximately 88% of IT decision-makers acknowledged the potential of data collection and analysis, and 84% of organizations have either deployed or planned data-driven projects. Hence, the demand for decision-making is fueling the growth of the machine learning model operationalization management market.

Major companies in the machine learning model operationalization management market are focusing on developing innovative products, including AutoML tools, to make machine learning more accessible, efficient, and scalable for organizations. AutoML (Automated Machine Learning) tools automate the process of building and deploying machine learning models. For example, in May 2021, Google Cloud launched Vertex AI, a managed machine learning (ML) platform that enables companies to accelerate the deployment and maintenance of artificial intelligence (AI) models. Vertex AI's AutoML eliminates the need for extensive machine learning expertise and automates many processes involved in building and fine-tuning machine learning models. It provides tools for data preparation, model training, and deployment.

In January 2023, McKinsey & Company, a US-based management consulting firm, acquired Iguazio for $50 million. This acquisition was intended to accelerate and scale enterprise AI deployments by leveraging Iguazio's expertise in MLOps, a set of tools and practices for managing and scaling machine learning models in production. Iguazio is an Israel-based company providing machine learning model operationalization management.

Major companies operating in the machine learning model operationalization management market report are Amazon.com Inc., Google LLC, Microsoft Corporation, Dataiku, Azure Machine, IBM Corporation, Hewlett-Packard enterprise Company, Databricks Inc., Alteryx Inc., Aporia, Cloudera Inc., DataRobot Inc., Fractal Analytics Inc., Domino Data Lab Inc., Seldon Technologies Limited, Iguazio, NeptuneLabs GmbH, Saturn Cloud Inc., H2O.ai Inc., ModelOp, Algorithmia, SAS Model Manager, SAS Viya

North America was the largest region in the machine learning model operationalization management market in 2023. Asia-Pacific is expected to be the fastest-growing region in the forecast period. The regions covered in the machine learning model operationalization management market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

The countries covered in the machine learning model operationalization management market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain.

The machine learning model operationalization management market includes revenues earned by entities by providing services such as model deployment, model monitoring, version control and rollback, integration with data pipelines, automated model retraining, and scalability and elasticity. The market value includes the value of related goods sold by the service provider or included within the service offering. The machine learning model operationalization management market also includes sales of central processing units (CPUs), graphics processing units (GPUs), and field-programmable gate arrays (FPGAs). Values in this market are 'factory gate' values, that is the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods.

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.

Machine Learning Model Operationalization Management Global Market Report 2024 from The Business Research Company provides strategists, marketers and senior management with the critical information they need to assess the market.

This report focuses on machine learning model operationalization management market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.

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• Measure the impact of high global inflation on market growth.
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Where is the largest and fastest growing market for machine learning model operationalization management? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? The machine learning model operationalization management market global report from the Business Research Company answers all these questions and many more.

The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market's historic and forecast market growth by geography.

• The market characteristics section of the report defines and explains the market.
• The market size section gives the market size ($b) covering both the historic growth of the market, and forecasting its development.
• The forecasts are made after considering the major factors currently impacting the market. These include:

The impact of sanctions, supply chain disruptions, and altered demand for goods and services due to the Russian Ukraine war, impacting various macro-economic factors and parameters in the Eastern European region and its subsequent effect on global markets.

The impact of higher inflation in many countries and the resulting spike in interest rates.

The continued but declining impact of covid 19 on supply chains and consumption patterns.

• Market segmentations break down the market into sub markets.
• The regional and country breakdowns section gives an analysis of the market in each geography and the size of the market by geography and compares their historic and forecast growth. It covers the growth trajectory of COVID-19 for all regions, key developed countries and major emerging markets.
• The competitive landscape chapter gives a description of the competitive nature of the market, market shares, and a description of the leading companies. Key financial deals which have shaped the market in recent years are identified.
• The trends and strategies section analyses the shape of the market as it emerges from the crisis and suggests how companies can grow as the market recovers.

Scope

Markets Covered:

• 1) By Component: Platform; Services
• 2) By Deployment Mode: Cloud; On-premise
• 3) By Organization Size: Large Enterprises; Small And Medium Enterprises (SMEs)
• 4) By End User: Banking, Financial Services And Insurance (BFSI); Manufacturing; Information Technology (IT) And Telecom; Healthcare; Media And Entertainment
• Companies Mentioned: Amazon.com Inc.; Google LLC; Microsoft Corporation; Dataiku; Azure Machine
• Countries: Australia; Brazil; China; France; Germany; India; Indonesia; Japan; Russia; South Korea; UK; USA; Canada; Italy; Spain
• Regions: Asia-Pacific; Western Europe; Eastern Europe; North America; South America; Middle East; Africa
• Time series: Five years historic and ten years forecast.
• Data: Ratios of market size and growth to related markets, GDP proportions, expenditure per capita,
• Data segmentations: country and regional historic and forecast data, market share of competitors, market segments.
• Sourcing and Referencing: Data and analysis throughout the report is sourced using end notes.
• Delivery format: PDF, Word and Excel Data Dashboard.

Table of Contents

1. Executive Summary

2. Machine Learning Model Operationalization Management Market Characteristics

3. Machine Learning Model Operationalization Management Market Trends And Strategies

4. Machine Learning Model Operationalization Management Market - Macro Economic Scenario

• 4.1. Impact Of High Inflation On The Market
• 4.2. Ukraine-Russia War Impact On The Market
• 4.3. COVID-19 Impact On The Market

5. Global Machine Learning Model Operationalization Management Market Size and Growth

• 5.1. Global Machine Learning Model Operationalization Management Market Drivers and Restraints
  • 5.1.1. Drivers Of The Market
  • 5.1.2. Restraints Of The Market
• 5.2. Global Machine Learning Model Operationalization Management Historic Market Size and Growth, 2018 - 2023, Value ($ Billion)
• 5.3. Global Machine Learning Model Operationalization Management Forecast Market Size and Growth, 2023 - 2028, 2033F, Value ($ Billion)

6. Machine Learning Model Operationalization Management Market Segmentation

• 6.1. Global Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• Platform
• Services
• 6.2. Global Machine Learning Model Operationalization Management Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• Cloud
• On-premise
• 6.3. Global Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• Large Enterprises
• Small And Medium Enterprises (SMEs)
• 6.4. Global Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• Banking, Financial Services And Insurance (BFSI)
• Manufacturing
• Information Technology (IT) And Telecom
• Healthcare
• Media And Entertainment

7. Machine Learning Model Operationalization Management Market Regional And Country Analysis

• 7.1. Global Machine Learning Model Operationalization Management Market, Split By Region, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 7.2. Global Machine Learning Model Operationalization Management Market, Split By Country, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

8. Asia-Pacific Machine Learning Model Operationalization Management Market

• 8.1. Asia-Pacific Machine Learning Model Operationalization Management Market Overview
• Region Information, Impact Of COVID-19, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
• 8.2. Asia-Pacific Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 8.3. Asia-Pacific Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 8.4. Asia-Pacific Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

9. China Machine Learning Model Operationalization Management Market

• 9.1. China Machine Learning Model Operationalization Management Market Overview
• 9.2. China Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
• 9.3. China Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
• 9.4. China Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion

10. India Machine Learning Model Operationalization Management Market

• 10.1. India Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 10.2. India Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 10.3. India Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

11. Japan Machine Learning Model Operationalization Management Market

• 11.1. Japan Machine Learning Model Operationalization Management Market Overview
• 11.2. Japan Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 11.3. Japan Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 11.4. Japan Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

12. Australia Machine Learning Model Operationalization Management Market

• 12.1. Australia Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 12.2. Australia Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 12.3. Australia Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

13. Indonesia Machine Learning Model Operationalization Management Market

• 13.1. Indonesia Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 13.2. Indonesia Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 13.3. Indonesia Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

14. South Korea Machine Learning Model Operationalization Management Market

• 14.1. South Korea Machine Learning Model Operationalization Management Market Overview
• 14.2. South Korea Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 14.3. South Korea Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 14.4. South Korea Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

15. Western Europe Machine Learning Model Operationalization Management Market

• 15.1. Western Europe Machine Learning Model Operationalization Management Market Overview
• 15.2. Western Europe Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 15.3. Western Europe Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 15.4. Western Europe Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

16. UK Machine Learning Model Operationalization Management Market

• 16.1. UK Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 16.2. UK Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 16.3. UK Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

17. Germany Machine Learning Model Operationalization Management Market

• 17.1. Germany Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 17.2. Germany Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 17.3. Germany Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

18. France Machine Learning Model Operationalization Management Market

• 18.1. France Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 18.2. France Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 18.3. France Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

19. Italy Machine Learning Model Operationalization Management Market

• 19.1. Italy Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 19.2. Italy Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 19.3. Italy Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

20. Spain Machine Learning Model Operationalization Management Market

• 20.1. Spain Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 20.2. Spain Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 20.3. Spain Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

21. Eastern Europe Machine Learning Model Operationalization Management Market

• 21.1. Eastern Europe Machine Learning Model Operationalization Management Market Overview
• 21.2. Eastern Europe Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 21.3. Eastern Europe Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 21.4. Eastern Europe Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

22. Russia Machine Learning Model Operationalization Management Market

• 22.1. Russia Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 22.2. Russia Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 22.3. Russia Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

23. North America Machine Learning Model Operationalization Management Market

• 23.1. North America Machine Learning Model Operationalization Management Market Overview
• 23.2. North America Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 23.3. North America Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 23.4. North America Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

24. USA Machine Learning Model Operationalization Management Market

• 24.1. USA Machine Learning Model Operationalization Management Market Overview
• 24.2. USA Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 24.3. USA Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 24.4. USA Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

25. Canada Machine Learning Model Operationalization Management Market

• 25.1. Canada Machine Learning Model Operationalization Management Market Overview
• 25.2. Canada Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 25.3. Canada Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 25.4. Canada Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

26. South America Machine Learning Model Operationalization Management Market

• 26.1. South America Machine Learning Model Operationalization Management Market Overview
• 26.2. South America Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 26.3. South America Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 26.4. South America Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

27. Brazil Machine Learning Model Operationalization Management Market

• 27.1. Brazil Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 27.2. Brazil Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 27.3. Brazil Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

28. Middle East Machine Learning Model Operationalization Management Market

• 28.1. Middle East Machine Learning Model Operationalization Management Market Overview
• 28.2. Middle East Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 28.3. Middle East Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 28.4. Middle East Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

29. Africa Machine Learning Model Operationalization Management Market

• 29.1. Africa Machine Learning Model Operationalization Management Market Overview
• 29.2. Africa Machine Learning Model Operationalization Management Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 29.3. Africa Machine Learning Model Operationalization Management Market, Segmentation By Organization Size, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
• 29.4. Africa Machine Learning Model Operationalization Management Market, Segmentation By End User, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

30. Machine Learning Model Operationalization Management Market Competitive Landscape And Company Profiles

• 30.1. Machine Learning Model Operationalization Management Market Competitive Landscape
• 30.2. Machine Learning Model Operationalization Management Market Company Profiles
  • 30.2.1. Amazon.com Inc.
    • 30.2.1.1. Overview
    • 30.2.1.2. Products and Services
    • 30.2.1.3. Strategy
    • 30.2.1.4. Financial Performance
  • 30.2.2. Google LLC
    • 30.2.2.1. Overview
    • 30.2.2.2. Products and Services
    • 30.2.2.3. Strategy
    • 30.2.2.4. Financial Performance
  • 30.2.3. Microsoft Corporation
    • 30.2.3.1. Overview
    • 30.2.3.2. Products and Services
    • 30.2.3.3. Strategy
    • 30.2.3.4. Financial Performance
  • 30.2.4. Dataiku
    • 30.2.4.1. Overview
    • 30.2.4.2. Products and Services
    • 30.2.4.3. Strategy
    • 30.2.4.4. Financial Performance
  • 30.2.5. Azure Machine
    • 30.2.5.1. Overview
    • 30.2.5.2. Products and Services
    • 30.2.5.3. Strategy
    • 30.2.5.4. Financial Performance

31. Machine Learning Model Operationalization Management Market Other Major And Innovative Companies

• 31.1. IBM Corporation
• 31.2. Hewlett-Packard enterprise Company
• 31.3. Databricks Inc.
• 31.4. Alteryx Inc.
• 31.5. Aporia
• 31.6. Cloudera Inc.
• 31.7. DataRobot Inc.
• 31.8. Fractal Analytics Inc.
• 31.9. Domino Data Lab Inc.
• 31.10. Seldon Technologies Limited
• 31.11. Iguazio
• 31.12. NeptuneLabs GmbH
• 31.13. Saturn Cloud Inc.
• 31.14. H2O.ai Inc.
• 31.15. ModelOp

32. Global Machine Learning Model Operationalization Management Market Competitive Benchmarking

33. Global Machine Learning Model Operationalization Management Market Competitive Dashboard

34. Key Mergers And Acquisitions In The Machine Learning Model Operationalization Management Market

35. Machine Learning Model Operationalization Management Market Future Outlook and Potential Analysis

• 35.1 Machine Learning Model Operationalization Management Market In 2028 - Countries Offering Most New Opportunities
• 35.2 Machine Learning Model Operationalization Management Market In 2028 - Segments Offering Most New Opportunities
• 35.3 Machine Learning Model Operationalization Management Market In 2028 - Growth Strategies
  • 35.3.1 Market Trend Based Strategies
  • 35.3.2 Competitor Strategies

36. Appendix

• 36.1. Abbreviations
• 36.2. Currencies
• 36.3. Historic And Forecast Inflation Rates
• 36.4. Research Inquiries
• 36.5. The Business Research Company
• 36.6. Copyright And Disclaimer