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AIおよび機械学習運用ソフトウェアの世界市場レポート 2024年

AI And Machine Learning Operationalization Software Global Market Report 2024
出版日: | 発行: The Business Research Company | ページ情報: 英文 175 Pages | 納期: 2～10営業日

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AIおよび機械学習運用ソフトウェアの世界市場レポート 2024年
出版日: 2024年06月24日
発行: The Business Research Company
ページ情報: 英文 175 Pages
納期: 2～10営業日
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  • 概要
  • 目次
概要

AIおよび機械学習運用ソフトウェア市場規模は、今後数年で飛躍的な成長が見込まれます。2028年にはCAGR42.9%で223億3,000万米ドルに成長します。予測期間中に予想される成長は、都市化の傾向の拡大、AutoMLの採用の増加、合理化されたプロセスへの需要の増加、様々な車両カテゴリの利用可能性の拡大、および複数の産業の統合の拡大に起因しています。さらに、ハイブリッドおよびマルチクラウド戦略の採用がますます普及しています。予測期間に予想される重要な動向には、技術の進歩、業界固有のソリューションの開発、IoTとエッジコンピューティングの統合、ハイブリッドクラウドの展開、自動化、DevOpsの実践の統合などが含まれます。

インターネット普及率の増加が予想され、当面のAIおよび機械学習運用ソフトウェア市場の成長を牽引するとみられます。インターネット普及率とは、特定の地理的エリア（通常は国や地域）内でインターネットにアクセスできる人口の割合を指します。インターネット普及率の上昇は、インフラの改善、接続性に対する消費者の需要、デバイスの互換性に対するニーズの高まりに起因しています。インターネットは、データアクセス、コラボレーション、展開、モニタリング、他のサービスとの統合を合理化する運用化ソフトウェアを通じて、AIやMLモデルのシームレスな展開、管理、拡張を容易にします。例えば、2022年11月に国際電気通信連合（ITU）が報告したように、2022年の世界のインターネット普及率は推定53億人に達し、世界人口の66%を占め、2021年比で6.1%増加しました。その結果、インターネット普及の急増がAIおよび機械学習運用ソフトウェア市場の拡大を後押ししています。

AIおよび機械学習運用ソフトウェア市場の主なプレーヤーは、競争力を維持するために、サーバーレスAIや機械学習エンジンなどの最先端インフラの開拓に注力しています。サーバーレスAI・機械学習エンジンとは、ユーザーがサーバーのプロビジョニングや管理を行うことなく、AI・機械学習モデルの導入・実行を可能にするコンピューティングインフラです。例えば、Teradata Corp.は2023年11月、Amazon Web Services（AWS）クラウド上でTeradata AI Unlimitedプラットフォームを発表しました。先進的なClearScape Analytics機能と、実験と発見に最適化されたコスト効率の高い環境を組み合わせたTeradata AI Unlimited on AWSは、データサイエンティスト、データエンジニア、開発者に特化しており、大規模データを使用して新しいAIアプリケーションを探求できるようにします。サーバーレスAIおよび機械学習エンジン、コンピュートおよびエンジン内分析、AWS AIエコシステム内のシームレスな統合などの機能を提供するこのプラットフォームは、Bring-your-own-modelアプローチをサポートし、モデルのプロトタイピングから本番環境へのスムーズな移行を促進します。より広範なAI開発ワークフローの中でAIとMLの運用化を促進する包括的なAIプラットフォームとして機能します。

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による市場への影響

第5章 世界の市場規模と成長

  • 世界のAIおよび機械学習運用ソフトウェア市場：促進要因と抑制要因
    • 市場促進要因
    • 市場抑制要因
  • 世界のAIおよび機械学習運用ソフトウェア市場の実績：規模と成長, 2018-2023
  • 世界のAIおよび機械学習運用ソフトウェア市場の予測：規模と成長, 2023-2028, 2033F

第6章 市場セグメンテーション

  • 世界のAIおよび機械学習運用ソフトウェア市場：製品タイプ別、実績と予測, 2018-2023, 2023-2028F, 2033F
  • クラウドベース
  • ウェブベース
  • 世界のAIおよび機械学習運用ソフトウェア市場：機能別、実績と予測, 2018-2023, 2023-2028F, 2033F
  • モデルのトレーニングと実験
  • モデルの展開と管理
  • モデルの監視とガバナンス
  • MLワークフロー自動化
  • 世界のAIおよび機械学習運用ソフトウェア市場：用途別、実績と予測, 2018-2023, 2023-2028F, 2033F
  • 大企業
  • 中小企業
  • 世界のAIおよび機械学習運用ソフトウェア市場：業界別、実績と予測, 2018-2023, 2023-2028F, 2033F
  • 製造業
  • ファイナンス
  • ヘルスケア
  • 小売り
  • ITおよび通信
  • その他の産業

第7章 地域別・国別分析

  • 世界のAIおよび機械学習運用ソフトウェア市場：地域別、実績と予測, 2018-2023, 2023-2028F, 2033F
  • 世界のAIおよび機械学習運用ソフトウェア市場：国別、実績と予測, 2018-2023, 2023-2028F, 2033F

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

  • AIおよび機械学習運用ソフトウェア市場：競合情勢
  • AIおよび機械学習運用ソフトウェア市場：企業プロファイル
    • Amazon Web Services Inc.
    • Google LLC
    • Microsoft Corporation
    • Intel Corporation
    • International Business Machines Corporation

第31章 その他の大手企業と革新的企業

  • Oracle Corporation
  • SAP SE
  • Hewlett Packard Enterprise Company
  • SAS Institute Inc.
  • Databricks Inc.
  • DataRobot Inc.
  • Weights & Biases Inc.
  • CognitiveScale Inc.
  • Peltarion AB
  • Iterative.ai
  • Valohai Oy
  • Logical Clocks AB
  • Algorithmia Inc.
  • 5Analytics GmbH
  • Datatron Technologies Inc.

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 将来の見通しと潜在的な分析

第36章 付録

目次
Product Code: r17671

AI and machine learning operationalization software refer to a suite of tools, platforms, and frameworks utilized to automate the deployment, administration, and scaling of artificial intelligence (AI) and machine learning (ML) models within production environments. This software streamlines the integration of AI and machine-learning algorithms into business processes and applications.

The primary product types of AI and machine learning operationalization software comprise cloud-based and web-based solutions. Cloud-based platforms are technologies that operate and store data on remote servers accessible via the Internet. These platforms offer diverse functionalities including model training and experimentation, model deployment and management, model monitoring and governance, and ML workflow automation. They find application across various industries including manufacturing, finance, healthcare, retail, IT and telecommunications, catering to both large enterprises and small and medium enterprises (SMEs).

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

The AI and machine learning operationalization software market size has grown exponentially in recent years. It will grow from $3.77 billion in 2023 to $5.36 billion in 2024 at a compound annual growth rate (CAGR) of 42.4%. The expansion observed during the historical period can be attributed to an increase in disposable income, heightened adoption of AI and ML technologies, the proliferation of data, a growing demand for operational efficiency, cost reduction initiatives, and the need for regulatory compliance.

The AI and machine learning operationalization software market size is expected to see exponential growth in the next few years. It will grow to $22.33 billion in 2028 at a compound annual growth rate (CAGR) of 42.9%. The anticipated growth in the forecast period can be attributed to the growing trend of urbanization, the rising adoption of AutoML, increasing demand for streamlined processes, the expanding availability of various vehicle categories, and the growing integration of several industries. Additionally, the adoption of hybrid and multi-cloud strategies is increasingly becoming prevalent. Significant trends expected in the forecast period include technological advancements, the development of industry-specific solutions, the integration of IoT and edge computing, hybrid cloud deployments, automation, and the integration of DevOps practices.

The anticipated increase in internet penetration is poised to drive the growth of the market for AI and machine learning operationalization software in the foreseeable future. Internet penetration refers to the proportion of a population with access to the Internet within a specific geographic area, typically a country or region. The escalation in Internet penetration rates is attributable to improved infrastructure, consumer demand for connectivity, and the growing need for device compatibility. The Internet facilitates seamless deployment, management, and scaling of AI and ML models through operationalization software, streamlining data access, collaboration, deployment, monitoring, and integration with other services. For instance, as reported by the International Telecommunication Union (ITU) in November 2022, global Internet penetration reached an estimated 5.3 billion individuals, accounting for 66% of the world's population in 2022, marking a 6.1% increase over 2021. Consequently, the surge in internet penetration is propelling the expansion of the AI and machine learning operationalization software market.

Key players in the AI and machine learning operationalization software market are focusing on developing cutting-edge infrastructure, such as serverless AI and machine learning engines, to stay competitive. A serverless AI and machine learning engine is a computing infrastructure that enables users to deploy and run AI and machine learning models without the need to provision or manage servers. For instance, in November 2023, Teradata Corp. introduced the Teradata AI Unlimited platform on the Amazon Web Services (AWS) cloud. Combining its advanced ClearScape Analytics capabilities with a cost-effective environment optimized for experimentation and discovery, Teradata AI Unlimited on AWS caters specifically to data scientists, data engineers, and developers, empowering them to explore new AI applications using large-scale data. Offering features like serverless AI and machine learning engines, compute and in-engine analytics, and seamless integration within the AWS AI ecosystem, the platform supports a bring-your-own-model approach and facilitates smooth transition from model prototyping to production environments. It serves as a comprehensive AI platform facilitating AI and ML operationalization within a broader AI development workflow.

In July 2023, Bain & Company acquired Max Kelsen, aiming to collaborate on helping enterprises develop and operationalize impactful AI and ML-enabled use cases. Max Kelsen, based in Australia, specializes in AI and machine learning operationalization software.

Major companies operating in the AI and machine learning operationalization software market are Amazon Web Services Inc., Google LLC, Microsoft Corporation, Intel Corporation, International Business Machines Corporation, Oracle Corporation, SAP SE, Hewlett Packard Enterprise Company, SAS Institute Inc., Databricks Inc., DataRobot Inc., Weights & Biases Inc., CognitiveScale Inc., Peltarion AB, Iterative.ai, Valohai Oy, Logical Clocks AB, Algorithmia Inc., 5Analytics GmbH, Datatron Technologies Inc., Determined AI inc., DreamQuark SAS, Neptune Labs Inc., Imandra Inc., Spell Inc.

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

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

The AI and machine learning operationalization software market includes revenues earned by entities by providing services, such as model versioning, monitoring, governance, and scalability. The market value includes the value of related goods sold by the service provider or included within the service offering. Only goods and services traded between entities or sold to end consumers are included.

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.

AI And Machine Learning Operationalization Software 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 AI and machine learning operationalization software 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.

Reasons to Purchase

  • Gain a truly global perspective with the most comprehensive report available on this market covering 50+ geographies.
  • Understand how the market has been affected by the COVID-19 and how it is responding as the impact of the virus abates.
  • Assess the Russia - Ukraine war's impact on agriculture, energy and mineral commodity supply and its direct and indirect impact on the market.
  • Measure the impact of high global inflation on market growth.
  • Create regional and country strategies on the basis of local data and analysis.
  • Identify growth segments for investment.
  • Outperform competitors using forecast data and the drivers and trends shaping the market.
  • Understand customers based on the latest market shares.
  • Benchmark performance against key competitors.
  • Suitable for supporting your internal and external presentations with reliable high quality data and analysis
  • Report will be updated with the latest data and delivered to you within 3-5 working days of order along with an Excel data sheet for easy data extraction and analysis.
  • All data from the report will also be delivered in an excel dashboard format.

Where is the largest and fastest growing market for AI and machine learning operationalization software? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? The AI and machine learning operationalization software 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 Product Type: Cloud-based; Web-based
  • 2) By Functionality: Model Training and Experimentation; Model Deployment and Management; Model Monitoring and Governance; ML Workflow Automation
  • 3) By Application: Large Enterprises; Small and Medium Enterprises (SMEs)
  • 4) By Industry: Manufacturing; Finance; Healthcare; Retail; IT and Telecommunications; Other Industries
  • Companies Mentioned: Amazon Web Services Inc.; Google LLC; Microsoft Corporation; Intel Corporation; International Business Machines Corporation
  • 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. AI And Machine Learning Operationalization Software Market Characteristics

3. AI And Machine Learning Operationalization Software Market Trends And Strategies

4. AI And Machine Learning Operationalization Software 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 AI And Machine Learning Operationalization Software Market Size and Growth

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

6. AI And Machine Learning Operationalization Software Market Segmentation

  • 6.1. Global AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Cloud-based
  • Web-based
  • 6.2. Global AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Model Training And Experimentation
  • Model Deployment And Management
  • Model Monitoring And Governance
  • ML Workflow Automation
  • 6.3. Global AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Large Enterprises
  • Small And Medium Enterprises (SMEs)
  • 6.4. Global AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Manufacturing
  • Finance
  • Healthcare
  • Retail
  • IT And Telecommunications
  • Other Industries

7. AI And Machine Learning Operationalization Software Market Regional And Country Analysis

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

8. Asia-Pacific AI And Machine Learning Operationalization Software Market

  • 8.1. Asia-Pacific AI And Machine Learning Operationalization Software 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 AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 8.3. Asia-Pacific AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 8.4. Asia-Pacific AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

9. China AI And Machine Learning Operationalization Software Market

  • 9.1. China AI And Machine Learning Operationalization Software Market Overview
  • 9.2. China AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
  • 9.3. China AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
  • 9.4. China AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion

10. India AI And Machine Learning Operationalization Software Market

  • 10.1. India AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 10.2. India AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 10.3. India AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

11. Japan AI And Machine Learning Operationalization Software Market

  • 11.1. Japan AI And Machine Learning Operationalization Software Market Overview
  • 11.2. Japan AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 11.3. Japan AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 11.4. Japan AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

12. Australia AI And Machine Learning Operationalization Software Market

  • 12.1. Australia AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 12.2. Australia AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 12.3. Australia AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

13. Indonesia AI And Machine Learning Operationalization Software Market

  • 13.1. Indonesia AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 13.2. Indonesia AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 13.3. Indonesia AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

14. South Korea AI And Machine Learning Operationalization Software Market

  • 14.1. South Korea AI And Machine Learning Operationalization Software Market Overview
  • 14.2. South Korea AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 14.3. South Korea AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 14.4. South Korea AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

15. Western Europe AI And Machine Learning Operationalization Software Market

  • 15.1. Western Europe AI And Machine Learning Operationalization Software Market Overview
  • 15.2. Western Europe AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 15.3. Western Europe AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 15.4. Western Europe AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

16. UK AI And Machine Learning Operationalization Software Market

  • 16.1. UK AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 16.2. UK AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 16.3. UK AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

17. Germany AI And Machine Learning Operationalization Software Market

  • 17.1. Germany AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 17.2. Germany AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 17.3. Germany AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

18. France AI And Machine Learning Operationalization Software Market

  • 18.1. France AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 18.2. France AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 18.3. France AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

19. Italy AI And Machine Learning Operationalization Software Market

  • 19.1. Italy AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 19.2. Italy AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 19.3. Italy AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

20. Spain AI And Machine Learning Operationalization Software Market

  • 20.1. Spain AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 20.2. Spain AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 20.3. Spain AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

21. Eastern Europe AI And Machine Learning Operationalization Software Market

  • 21.1. Eastern Europe AI And Machine Learning Operationalization Software Market Overview
  • 21.2. Eastern Europe AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 21.3. Eastern Europe AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 21.4. Eastern Europe AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

22. Russia AI And Machine Learning Operationalization Software Market

  • 22.1. Russia AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 22.2. Russia AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 22.3. Russia AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

23. North America AI And Machine Learning Operationalization Software Market

  • 23.1. North America AI And Machine Learning Operationalization Software Market Overview
  • 23.2. North America AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 23.3. North America AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 23.4. North America AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

24. USA AI And Machine Learning Operationalization Software Market

  • 24.1. USA AI And Machine Learning Operationalization Software Market Overview
  • 24.2. USA AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 24.3. USA AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 24.4. USA AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

25. Canada AI And Machine Learning Operationalization Software Market

  • 25.1. Canada AI And Machine Learning Operationalization Software Market Overview
  • 25.2. Canada AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 25.3. Canada AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 25.4. Canada AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

26. South America AI And Machine Learning Operationalization Software Market

  • 26.1. South America AI And Machine Learning Operationalization Software Market Overview
  • 26.2. South America AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 26.3. South America AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 26.4. South America AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

27. Brazil AI And Machine Learning Operationalization Software Market

  • 27.1. Brazil AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 27.2. Brazil AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 27.3. Brazil AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

28. Middle East AI And Machine Learning Operationalization Software Market

  • 28.1. Middle East AI And Machine Learning Operationalization Software Market Overview
  • 28.2. Middle East AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 28.3. Middle East AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 28.4. Middle East AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

29. Africa AI And Machine Learning Operationalization Software Market

  • 29.1. Africa AI And Machine Learning Operationalization Software Market Overview
  • 29.2. Africa AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 29.3. Africa AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 29.4. Africa AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

30. AI And Machine Learning Operationalization Software Market Competitive Landscape And Company Profiles

  • 30.1. AI And Machine Learning Operationalization Software Market Competitive Landscape
  • 30.2. AI And Machine Learning Operationalization Software Market Company Profiles
    • 30.2.1. Amazon Web Services 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. Intel Corporation
      • 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. International Business Machines Corporation
      • 30.2.5.1. Overview
      • 30.2.5.2. Products and Services
      • 30.2.5.3. Strategy
      • 30.2.5.4. Financial Performance

31. AI And Machine Learning Operationalization Software Market Other Major And Innovative Companies

  • 31.1. Oracle Corporation
  • 31.2. SAP SE
  • 31.3. Hewlett Packard Enterprise Company
  • 31.4. SAS Institute Inc.
  • 31.5. Databricks Inc.
  • 31.6. DataRobot Inc.
  • 31.7. Weights & Biases Inc.
  • 31.8. CognitiveScale Inc.
  • 31.9. Peltarion AB
  • 31.10. Iterative.ai
  • 31.11. Valohai Oy
  • 31.12. Logical Clocks AB
  • 31.13. Algorithmia Inc.
  • 31.14. 5Analytics GmbH
  • 31.15. Datatron Technologies Inc.

32. Global AI And Machine Learning Operationalization Software Market Competitive Benchmarking

33. Global AI And Machine Learning Operationalization Software Market Competitive Dashboard

34. Key Mergers And Acquisitions In The AI And Machine Learning Operationalization Software Market

35. AI And Machine Learning Operationalization Software Market Future Outlook and Potential Analysis

  • 35.1 AI And Machine Learning Operationalization Software Market In 2028 - Countries Offering Most New Opportunities
  • 35.2 AI And Machine Learning Operationalization Software Market In 2028 - Segments Offering Most New Opportunities
  • 35.3 AI And Machine Learning Operationalization Software 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