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機械学習市場：市場分析と2033年までの予測 - タイプ別、製品別、サービス別、技術別、コンポーネント別、用途別、展開別、エンドユーザー別、地域別

Machine Learning Market Analysis and Forecast to 2033: Type, Product, Services, Technology, Component, Application, Deployment, End User

出版日
ページ情報
英文 350 Pages
納期
3～5営業日
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=146.82円
機械学習市場：市場分析と2033年までの予測 - タイプ別、製品別、サービス別、技術別、コンポーネント別、用途別、展開別、エンドユーザー別、地域別
出版日: 2024年12月06日
発行: Global Insight Services
ページ情報: 英文 350 Pages
納期: 3～5営業日
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概要

機械学習の市場規模は、25.7%のCAGRで拡大し、2023年の245億米ドルから2033年には2,259億米ドルに拡大すると予測されています。機械学習市場には、明示的にプログラムされることなく、システムが経験から学習し改善することを可能にするアルゴリズムとモデルの開発と展開が含まれます。この市場には、データ分析、パターン認識、意思決定プロセスを促進するソフトウェアプラットフォーム、インフラ、サービスが含まれます。金融、ヘルスケア、自動車などさまざまな業界にまたがり、自動化と予測分析を通じてイノベーションと効率化を推進します。同市場は、急速な進歩、AI技術の採用拡大、データ主導の洞察に対する需要の高まりを特徴としており、各分野で成長と変革の大きな機会をもたらしています。

機械学習市場は、技術の進歩と業界全体におけるAIの統合の進展に後押しされ、堅調な拡大を示しています。効率的なデータ分析と予測モデリングツールの需要に牽引され、ソフトウェア分野がリードしています。ハードウェア、特にGPUとTPUは、複雑なアルゴリズムの処理に不可欠なサブセグメントとして、2番目に高いパフォーマンスを示しています。企業がAIソリューションの導入に専門家の指導を求めているため、コンサルティングと導入を含むサービス分野も勢いを増しています。地域別では、技術の早期導入とAI研究への多額の投資により、北米が優位を占めています。欧州は、規制の枠組みや倫理的なAIに焦点を当てており、2番目に強い地域です。アジア太平洋では、中国とインドが政府の支援と急成長する技術エコシステムに後押しされ、主要地域として台頭しています。自動車とヘルスケア分野は、機械学習アプリケーションの最前線にあり、自律走行能力と個別化医療を強化しています。このダイナミックな市場は、各産業がAIの変革の可能性を活用することで、継続的な成長が見込まれています。

競合環境は、急速な技術進歩や戦略的提携によって形成されています。特にデータプライバシーとセキュリティに関する規制の枠組みは、市場力学に大きな影響を与えます。一般データ保護規則（GDPR）と同様の政策により、コンプライアンスが必要となり、運用コストに影響を与えます。研究開発と倫理的AI開発への投資は最重要であり、研究開発費は15%増加すると予測されています。データの偏りや倫理的な懸念といった課題は残るもの、ヘルスケアや金融といった分野には機会が溢れています。

当レポートでは、世界の機械学習市場について調査し、市場の概要とともに、タイプ別、製品別、サービス別、技術別、コンポーネント別、用途別、展開別、エンドユーザー別、地域別の動向、および市場に参入する企業のプロファイルなどをまとめています。

目次

第1章 機械学習市場概要

第2章 エグゼクティブサマリー

第3章 市場に関する重要考察

第4章 機械学習市場の展望

第5章 機械学習市場戦略

  • 親市場分析
  • 需給分析
  • 消費者の購買意欲
  • ケーススタディ分析
  • 価格分析
  • 規制状況
  • サプライチェーン分析
  • 競合製品分析
  • 最近の動向

第6章 機械学習市場規模

第7章 機械学習市場（タイプ別）

  • 市場概要
  • 教師あり学習
  • 教師なし学習
  • 強化学習
  • 半教師あり学習
  • その他

第8章 機械学習市場（製品別）

  • 市場概要
  • ソフトウェアツール
  • クラウドベースのプラットフォーム
  • オンプレミスソリューション
  • オープンソースライブラリ
  • 独自のフレームワーク
  • その他

第9章 機械学習市場（サービス別）

  • 市場概要
  • コンサルティング
  • 統合と展開
  • サポートとメンテナンス
  • マネージドサービス
  • 研修と教育
  • その他

第10章 機械学習市場（技術別）

  • 市場概要
  • ニューラルネットワーク
  • 自然言語処理
  • コンピュータビジョン
  • ディープラーニング
  • 予測分析
  • その他

第11章 機械学習市場（コンポーネント別）

  • 市場概要
  • ハードウェア
  • ソフトウェア
  • サービス
  • その他

第12章 機械学習市場（用途別）

  • 市場概要
  • 画像認識
  • 音声認識
  • 不正行為検出
  • 予知保全
  • 推奨エンジン
  • 自動運転車
  • ヘルスケア診断
  • 財務分析
  • 小売分析
  • その他

第13章 機械学習市場（展開別）

  • 市場概要
  • クラウド
  • オンプレミス
  • ハイブリッド
  • その他

第14章 機械学習市場（エンドユーザー別）

  • 市場概要
  • BFSI
  • IT・通信
  • 小売業・eコマース
  • ヘルスケア・ライフサイエンス
  • 自動車
  • 政府・防衛
  • メディア・エンターテイメント
  • 製造業
  • エネルギー・公共事業
  • その他

第15章 機械学習市場（地域別）

  • 概要
  • 北米
  • 欧州
  • アジア太平洋
  • ラテンアメリカ
  • 中東・アフリカ

第16章 競合情勢

  • 概要
  • 市場シェア分析
  • 主要参入企業のポジショニング
  • 競合リーダーシップマッピング
  • ベンダーベンチマーク
  • 開発戦略のベンチマーク

第17章 企業プロファイル

  • DataRobot
  • H2Oai
  • C3ai
  • OpenAI
  • Graphcore
  • SAS Institute
  • Databricks
  • DeepMind
  • Element AI
  • Cerebras Systems
  • Anaconda
  • Ponyai
  • SambaNova Systems
  • Numenta
  • Vicarious
  • CognitiveScale
  • Skymind
  • Ayasdi
  • Clarifai
  • Sentient Technologies
目次
Product Code: GIS32386

The machine learning market is anticipated to expand from $24.5 billion in 2023 to $225.9 billion by 2033, reflecting a CAGR of 25.7%. The Machine Learning Market encompasses the development and deployment of algorithms and models that enable systems to learn and improve from experience without being explicitly programmed. This market includes software platforms, infrastructure, and services that facilitate data analysis, pattern recognition, and decision-making processes. It spans various industries such as finance, healthcare, and automotive, driving innovation and efficiency through automation and predictive analytics. The market is characterized by rapid advancements, increased adoption of AI technologies, and a growing demand for data-driven insights, presenting significant opportunities for growth and transformation across sectors.

The machine learning market is witnessing robust expansion, propelled by technological advancements and the increasing integration of AI across industries. The software segment leads, driven by the demand for efficient data analytics and predictive modeling tools. Hardware, particularly GPUs and TPUs, follows as the second-highest performing sub-segment, essential for processing complex algorithms. The services segment, encompassing consulting and deployment, is also gaining momentum as enterprises seek expert guidance to implement AI solutions.nnRegionally, North America dominates due to early technology adoption and substantial investments in AI research. Europe is the second strongest region, with a focus on regulatory frameworks and ethical AI. Within Asia-Pacific, China and India emerge as key players, fueled by governmental support and a burgeoning tech ecosystem. The automotive and healthcare sectors are at the forefront of machine learning applications, enhancing autonomous driving capabilities and personalized medicine. This dynamic market is poised for continued growth as industries harness AI's transformative potential.

In 2023, the Machine Learning Market exhibited impressive dynamism, with a projected market volume of 1.2 billion units, forecasting growth to 2.5 billion units by 2033. The software segment commands the largest market share at 45%, driven by the proliferation of AI applications across industries. Hardware follows with a 30% share, buoyed by advancements in processing capabilities. Services, encompassing consulting and deployment, hold a 25% share, reflecting the increasing need for tailored solutions. Key players such as Google, IBM, and Microsoft dominate the landscape, leveraging innovation and strategic partnerships to maintain their competitive edge.

The competitive environment is shaped by rapid technological advancements and strategic alliances. Regulatory frameworks, particularly in data privacy and security, significantly influence market dynamics. The General Data Protection Regulation (GDPR) and similar policies necessitate compliance, impacting operational costs. Investment in R&D and ethical AI development is paramount, with a predicted 15% increase in R&D expenditure. Opportunities abound in sectors like healthcare and finance, though challenges such as data bias and ethical concerns persist.

The North American machine learning market is a leader, driven by significant investments and technological advancements. The United States spearheads this growth with its robust research and development infrastructure. Companies in this region are rapidly adopting machine learning to enhance business operations and customer experiences. The presence of major technology firms further accelerates innovation and market expansion.

Europe follows closely, with a strong focus on integrating machine learning across various industries. The European Union's initiatives to foster digital transformation play a crucial role. Countries like Germany and the United Kingdom are at the forefront, leveraging machine learning to gain competitive advantages.

In the Asia-Pacific region, the machine learning market is experiencing exponential growth. This surge is fueled by the increasing adoption of artificial intelligence technologies in countries such as China, Japan, and India. Governments and private sectors are heavily investing in AI infrastructure, propelling market dynamics. The region's burgeoning tech startups contribute to a vibrant ecosystem.

Latin America is gradually embracing machine learning, with Brazil and Mexico leading the charge. The market here benefits from a growing interest in digitalization and automation. Industries are recognizing the potential of machine learning to optimize processes and drive innovation.

The Middle East and Africa are emerging markets, showing promising potential. The adoption of machine learning is driven by initiatives to diversify economies and enhance technological capabilities. Countries like the United Arab Emirates and South Africa are investing in AI research, setting the stage for future growth.

Key Companies

Data Robot, H2 Oai, C3ai, Open AI, Graphcore, SAS Institute, Databricks, Deep Mind, Element AI, Cerebras Systems, Anaconda, Ponyai, Samba Nova Systems, Numenta, Vicarious, Cognitive Scale, Skymind, Ayasdi, Clarifai, Sentient Technologies

Sources

U.S. Department of Energy - Office of Science, European Commission - Digital Strategy, National Institute of Standards and Technology (NIST), Organisation for Economic Co-operation and Development (OECD), United Nations Educational, Scientific and Cultural Organization (UNESCO) - Institute for Statistics, International Telecommunication Union (ITU), World Economic Forum - Centre for the Fourth Industrial Revolution, Stanford University - Human-Centered Artificial Intelligence (HAI), Massachusetts Institute of Technology (MIT) - Computer Science and Artificial Intelligence Laboratory (CSAIL), University of California, Berkeley - Berkeley Artificial Intelligence Research (BAIR) Lab, Association for the Advancement of Artificial Intelligence (AAAI), Neural Information Processing Systems (NeurIPS) Conference, International Conference on Machine Learning (ICML), Conference on Computer Vision and Pattern Recognition (CVPR), Association for Computing Machinery (ACM) Conference on Knowledge Discovery and Data Mining (KDD), IEEE International Conference on Data Mining (ICDM), United Nations Conference on Trade and Development (UNCTAD), The Alan Turing Institute, European Union Agency for Cybersecurity (ENISA), The World Bank - Digital Development Partnership

Research Scope

  • Estimates and forecasts the overall market size across type, application, and region.
  • Provides detailed information and key takeaways on qualitative and quantitative trends, dynamics, business framework, competitive landscape, and company profiling.
  • Identifies factors influencing market growth and challenges, opportunities, drivers, and restraints.
  • Identifies factors that could limit company participation in international markets to help calibrate market share expectations and growth rates.
  • Evaluates key development strategies like acquisitions, product launches, mergers, collaborations, business expansions, agreements, partnerships, and R&D activities.
  • Analyzes smaller market segments strategically, focusing on their potential, growth patterns, and impact on the overall market.
  • Outlines the competitive landscape, assessing business and corporate strategies to monitor and dissect competitive advancements.

Our research scope provides comprehensive market data, insights, and analysis across a variety of critical areas. We cover Local Market Analysis, assessing consumer demographics, purchasing behaviors, and market size within specific regions to identify growth opportunities. Our Local Competition Review offers a detailed evaluation of competitors, including their strengths, weaknesses, and market positioning. We also conduct Local Regulatory Reviews to ensure businesses comply with relevant laws and regulations. Industry Analysis provides an in-depth look at market dynamics, key players, and trends. Additionally, we offer Cross-Segmental Analysis to identify synergies between different market segments, as well as Production-Consumption and Demand-Supply Analysis to optimize supply chain efficiency. Our Import-Export Analysis helps businesses navigate global trade environments by evaluating trade flows and policies. These insights empower clients to make informed strategic decisions, mitigate risks, and capitalize on market opportunities.

TABLE OF CONTENTS

1. Machine Learning Market Overview

  • 1.1 Objectives of the Study
  • 1.2 Machine Learning Market Definition and Scope of the Report
  • 1.3 Report Limitations
  • 1.4 Years & Currency Considered in the Study
  • 1.5 Research Methodologies
    • 1.5.1 Secondary Research
    • 1.5.2 Primary Research
    • 1.5.3 Market Size Estimation. Top-Down Approach
    • 1.5.4 Market Size Estimation. Bottom-Up Approach
    • 1.5.5 Data Triangulation and Validation

2. Executive Summary

  • 2.1 Summary
  • 2.2 Key Opinion Leaders
  • 2.3 Key Highlights of the Market, by Type
  • 2.4 Key Highlights of the Market, by Product
  • 2.5 Key Highlights of the Market, by Services
  • 2.6 Key Highlights of the Market, by Technology
  • 2.7 Key Highlights of the Market, by Component
  • 2.8 Key Highlights of the Market, by Application
  • 2.9 Key Highlights of the Market, by Deployment
  • 2.10 Key Highlights of the Market, by End User
  • 2.11 Key Highlights of the Market, by North America
  • 2.12 Key Highlights of the Market, by Europe
  • 2.13 Key Highlights of the Market, by Asia-Pacific
  • 2.14 Key Highlights of the Market, by Latin America
  • 2.15 Key Highlights of the Market, by Middle East
  • 2.16 Key Highlights of the Market, by Africa

3. Premium Insights on the Market

  • 3.1 Market Attractiveness Analysis, by Region
  • 3.2 Market Attractiveness Analysis, by Type
  • 3.3 Market Attractiveness Analysis, by Product
  • 3.4 Market Attractiveness Analysis, by Services
  • 3.5 Market Attractiveness Analysis, by Technology
  • 3.6 Market Attractiveness Analysis, by Component
  • 3.7 Market Attractiveness Analysis, by Application
  • 3.8 Market Attractiveness Analysis, by Deployment
  • 3.9 Market Attractiveness Analysis, by End User
  • 3.10 Market Attractiveness Analysis, by North America
  • 3.11 Market Attractiveness Analysis, by Europe
  • 3.12 Market Attractiveness Analysis, by Asia-Pacific
  • 3.13 Market Attractiveness Analysis, by Latin America
  • 3.14 Market Attractiveness Analysis, by Middle East
  • 3.15 Market Attractiveness Analysis, by Africa

4. Machine Learning Market Outlook

  • 4.1 Machine Learning Market Segmentation
  • 4.2 Market Dynamics
    • 4.2.1 Market Drivers
    • 4.2.2 Market Trends
    • 4.2.3 Market Restraints
    • 4.2.4 Market Opportunities
  • 4.3 Porters Five Forces Analysis
    • 4.3.1 Threat of New Entrants
    • 4.3.2 Threat of Substitutes
    • 4.3.3 Bargaining Power of Buyers
    • 4.3.4 Bargaining Power of Supplier
    • 4.3.5 Competitive Rivalry
  • 4.4 PESTLE Analysis
  • 4.5 Value Chain Analysis
  • 4.6 4Ps Model
  • 4.7 ANSOFF Matrix

5. Machine Learning Market Strategy

  • 5.1 Parent Market Analysis
  • 5.2 Supply-Demand Analysis
  • 5.3 Consumer Buying Interest
  • 5.4 Case Study Analysis
  • 5.5 Pricing Analysis
  • 5.6 Regulatory Landscape
  • 5.7 Supply Chain Analysis
  • 5.8 Competition Product Analysis
  • 5.9 Recent Developments

6. Machine Learning Market Size

  • 6.1 Machine Learning Market Size, by Value
  • 6.2 Machine Learning Market Size, by Volume

7. Machine Learning Market, by Type

  • 7.1 Market Overview
  • 7.2 Supervised Learning
    • 7.2.1 Key Market Trends & Opportunity Analysis
    • 7.2.2 Market Size and Forecast, by Region
  • 7.3 Unsupervised Learning
    • 7.3.1 Key Market Trends & Opportunity Analysis
    • 7.3.2 Market Size and Forecast, by Region
  • 7.4 Reinforcement Learning
    • 7.4.1 Key Market Trends & Opportunity Analysis
    • 7.4.2 Market Size and Forecast, by Region
  • 7.5 Semi-supervised Learning
    • 7.5.1 Key Market Trends & Opportunity Analysis
    • 7.5.2 Market Size and Forecast, by Region
  • 7.6 Others
    • 7.6.1 Key Market Trends & Opportunity Analysis
    • 7.6.2 Market Size and Forecast, by Region

8. Machine Learning Market, by Product

  • 8.1 Market Overview
  • 8.2 Software Tools
    • 8.2.1 Key Market Trends & Opportunity Analysis
    • 8.2.2 Market Size and Forecast, by Region
  • 8.3 Cloud-based Platforms
    • 8.3.1 Key Market Trends & Opportunity Analysis
    • 8.3.2 Market Size and Forecast, by Region
  • 8.4 On-premise Solutions
    • 8.4.1 Key Market Trends & Opportunity Analysis
    • 8.4.2 Market Size and Forecast, by Region
  • 8.5 Open-source Libraries
    • 8.5.1 Key Market Trends & Opportunity Analysis
    • 8.5.2 Market Size and Forecast, by Region
  • 8.6 Proprietary Frameworks
    • 8.6.1 Key Market Trends & Opportunity Analysis
    • 8.6.2 Market Size and Forecast, by Region
  • 8.7 Others
    • 8.7.1 Key Market Trends & Opportunity Analysis
    • 8.7.2 Market Size and Forecast, by Region

9. Machine Learning Market, by Services

  • 9.1 Market Overview
  • 9.2 Consulting
    • 9.2.1 Key Market Trends & Opportunity Analysis
    • 9.2.2 Market Size and Forecast, by Region
  • 9.3 Integration and Deployment
    • 9.3.1 Key Market Trends & Opportunity Analysis
    • 9.3.2 Market Size and Forecast, by Region
  • 9.4 Support and Maintenance
    • 9.4.1 Key Market Trends & Opportunity Analysis
    • 9.4.2 Market Size and Forecast, by Region
  • 9.5 Managed Services
    • 9.5.1 Key Market Trends & Opportunity Analysis
    • 9.5.2 Market Size and Forecast, by Region
  • 9.6 Training and Education
    • 9.6.1 Key Market Trends & Opportunity Analysis
    • 9.6.2 Market Size and Forecast, by Region
  • 9.7 Others
    • 9.7.1 Key Market Trends & Opportunity Analysis
    • 9.7.2 Market Size and Forecast, by Region

10. Machine Learning Market, by Technology

  • 10.1 Market Overview
  • 10.2 Neural Networks
    • 10.2.1 Key Market Trends & Opportunity Analysis
    • 10.2.2 Market Size and Forecast, by Region
  • 10.3 Natural Language Processing
    • 10.3.1 Key Market Trends & Opportunity Analysis
    • 10.3.2 Market Size and Forecast, by Region
  • 10.4 Computer Vision
    • 10.4.1 Key Market Trends & Opportunity Analysis
    • 10.4.2 Market Size and Forecast, by Region
  • 10.5 Deep Learning
    • 10.5.1 Key Market Trends & Opportunity Analysis
    • 10.5.2 Market Size and Forecast, by Region
  • 10.6 Predictive Analytics
    • 10.6.1 Key Market Trends & Opportunity Analysis
    • 10.6.2 Market Size and Forecast, by Region
  • 10.7 Others
    • 10.7.1 Key Market Trends & Opportunity Analysis
    • 10.7.2 Market Size and Forecast, by Region

11. Machine Learning Market, by Component

  • 11.1 Market Overview
  • 11.2 Hardware
    • 11.2.1 Key Market Trends & Opportunity Analysis
    • 11.2.2 Market Size and Forecast, by Region
  • 11.3 Software
    • 11.3.1 Key Market Trends & Opportunity Analysis
    • 11.3.2 Market Size and Forecast, by Region
  • 11.4 Services
    • 11.4.1 Key Market Trends & Opportunity Analysis
    • 11.4.2 Market Size and Forecast, by Region
  • 11.5 Others
    • 11.5.1 Key Market Trends & Opportunity Analysis
    • 11.5.2 Market Size and Forecast, by Region

12. Machine Learning Market, by Application

  • 12.1 Market Overview
  • 12.2 Image Recognition
    • 12.2.1 Key Market Trends & Opportunity Analysis
    • 12.2.2 Market Size and Forecast, by Region
  • 12.3 Speech Recognition
    • 12.3.1 Key Market Trends & Opportunity Analysis
    • 12.3.2 Market Size and Forecast, by Region
  • 12.4 Fraud Detection
    • 12.4.1 Key Market Trends & Opportunity Analysis
    • 12.4.2 Market Size and Forecast, by Region
  • 12.5 Predictive Maintenance
    • 12.5.1 Key Market Trends & Opportunity Analysis
    • 12.5.2 Market Size and Forecast, by Region
  • 12.6 Recommendation Engines
    • 12.6.1 Key Market Trends & Opportunity Analysis
    • 12.6.2 Market Size and Forecast, by Region
  • 12.7 Autonomous Vehicles
    • 12.7.1 Key Market Trends & Opportunity Analysis
    • 12.7.2 Market Size and Forecast, by Region
  • 12.8 Healthcare Diagnostics
    • 12.8.1 Key Market Trends & Opportunity Analysis
    • 12.8.2 Market Size and Forecast, by Region
  • 12.9 Financial Analysis
    • 12.9.1 Key Market Trends & Opportunity Analysis
    • 12.9.2 Market Size and Forecast, by Region
  • 12.10 Retail Analytics
    • 12.10.1 Key Market Trends & Opportunity Analysis
    • 12.10.2 Market Size and Forecast, by Region
  • 12.11 Others
    • 12.11.1 Key Market Trends & Opportunity Analysis
    • 12.11.2 Market Size and Forecast, by Region

13. Machine Learning Market, by Deployment

  • 13.1 Market Overview
  • 13.2 Cloud
    • 13.2.1 Key Market Trends & Opportunity Analysis
    • 13.2.2 Market Size and Forecast, by Region
  • 13.3 On-premise
    • 13.3.1 Key Market Trends & Opportunity Analysis
    • 13.3.2 Market Size and Forecast, by Region
  • 13.4 Hybrid
    • 13.4.1 Key Market Trends & Opportunity Analysis
    • 13.4.2 Market Size and Forecast, by Region
  • 13.5 Others
    • 13.5.1 Key Market Trends & Opportunity Analysis
    • 13.5.2 Market Size and Forecast, by Region

14. Machine Learning Market, by End User

  • 14.1 Market Overview
  • 14.2 BFSI
    • 14.2.1 Key Market Trends & Opportunity Analysis
    • 14.2.2 Market Size and Forecast, by Region
  • 14.3 IT and Telecom
    • 14.3.1 Key Market Trends & Opportunity Analysis
    • 14.3.2 Market Size and Forecast, by Region
  • 14.4 Retail and E-commerce
    • 14.4.1 Key Market Trends & Opportunity Analysis
    • 14.4.2 Market Size and Forecast, by Region
  • 14.5 Healthcare and Life Sciences
    • 14.5.1 Key Market Trends & Opportunity Analysis
    • 14.5.2 Market Size and Forecast, by Region
  • 14.6 Automotive
    • 14.6.1 Key Market Trends & Opportunity Analysis
    • 14.6.2 Market Size and Forecast, by Region
  • 14.7 Government and Defense
    • 14.7.1 Key Market Trends & Opportunity Analysis
    • 14.7.2 Market Size and Forecast, by Region
  • 14.8 Media and Entertainment
    • 14.8.1 Key Market Trends & Opportunity Analysis
    • 14.8.2 Market Size and Forecast, by Region
  • 14.9 Manufacturing
    • 14.9.1 Key Market Trends & Opportunity Analysis
    • 14.9.2 Market Size and Forecast, by Region
  • 14.10 Energy and Utilities
    • 14.10.1 Key Market Trends & Opportunity Analysis
    • 14.10.2 Market Size and Forecast, by Region
  • 14.11 Others
    • 14.11.1 Key Market Trends & Opportunity Analysis
    • 14.11.2 Market Size and Forecast, by Region

15. Machine Learning Market, by Region

  • 15.1 Overview
  • 15.2 North America
    • 15.2.1 Key Market Trends and Opportunities
    • 15.2.2 North America Market Size and Forecast, by Type
    • 15.2.3 North America Market Size and Forecast, by Product
    • 15.2.4 North America Market Size and Forecast, by Services
    • 15.2.5 North America Market Size and Forecast, by Technology
    • 15.2.6 North America Market Size and Forecast, by Component
    • 15.2.7 North America Market Size and Forecast, by Application
    • 15.2.8 North America Market Size and Forecast, by Deployment
    • 15.2.9 North America Market Size and Forecast, by End User
    • 15.2.10 North America Market Size and Forecast, by Country
    • 15.2.11 United States
      • 15.2.9.1 United States Market Size and Forecast, by Type
      • 15.2.9.2 United States Market Size and Forecast, by Product
      • 15.2.9.3 United States Market Size and Forecast, by Services
      • 15.2.9.4 United States Market Size and Forecast, by Technology
      • 15.2.9.5 United States Market Size and Forecast, by Component
      • 15.2.9.6 United States Market Size and Forecast, by Application
      • 15.2.9.7 United States Market Size and Forecast, by Deployment
      • 15.2.9.8 United States Market Size and Forecast, by End User
      • 15.2.9.9 Local Competition Analysis
      • 15.2.9.10 Local Market Analysis
    • 15.2.1 Canada
      • 15.2.10.1 Canada Market Size and Forecast, by Type
      • 15.2.10.2 Canada Market Size and Forecast, by Product
      • 15.2.10.3 Canada Market Size and Forecast, by Services
      • 15.2.10.4 Canada Market Size and Forecast, by Technology
      • 15.2.10.5 Canada Market Size and Forecast, by Component
      • 15.2.10.6 Canada Market Size and Forecast, by Application
      • 15.2.10.7 Canada Market Size and Forecast, by Deployment
      • 15.2.10.8 Canada Market Size and Forecast, by End User
      • 15.2.10.9 Local Competition Analysis
      • 15.2.10.10 Local Market Analysis
  • 15.1 Europe
    • 15.3.1 Key Market Trends and Opportunities
    • 15.3.2 Europe Market Size and Forecast, by Type
    • 15.3.3 Europe Market Size and Forecast, by Product
    • 15.3.4 Europe Market Size and Forecast, by Services
    • 15.3.5 Europe Market Size and Forecast, by Technology
    • 15.3.6 Europe Market Size and Forecast, by Component
    • 15.3.7 Europe Market Size and Forecast, by Application
    • 15.3.8 Europe Market Size and Forecast, by Deployment
    • 15.3.9 Europe Market Size and Forecast, by End User
    • 15.3.10 Europe Market Size and Forecast, by Country
    • 15.3.11 United Kingdom
      • 15.3.9.1 United Kingdom Market Size and Forecast, by Type
      • 15.3.9.2 United Kingdom Market Size and Forecast, by Product
      • 15.3.9.3 United Kingdom Market Size and Forecast, by Services
      • 15.3.9.4 United Kingdom Market Size and Forecast, by Technology
      • 15.3.9.5 United Kingdom Market Size and Forecast, by Component
      • 15.3.9.6 United Kingdom Market Size and Forecast, by Application
      • 15.3.9.7 United Kingdom Market Size and Forecast, by Deployment
      • 15.3.9.8 United Kingdom Market Size and Forecast, by End User
      • 15.3.9.9 Local Competition Analysis
      • 15.3.9.10 Local Market Analysis
    • 15.3.1 Germany
      • 15.3.10.1 Germany Market Size and Forecast, by Type
      • 15.3.10.2 Germany Market Size and Forecast, by Product
      • 15.3.10.3 Germany Market Size and Forecast, by Services
      • 15.3.10.4 Germany Market Size and Forecast, by Technology
      • 15.3.10.5 Germany Market Size and Forecast, by Component
      • 15.3.10.6 Germany Market Size and Forecast, by Application
      • 15.3.10.7 Germany Market Size and Forecast, by Deployment
      • 15.3.10.8 Germany Market Size and Forecast, by End User
      • 15.3.10.9 Local Competition Analysis
      • 15.3.10.10 Local Market Analysis
    • 15.3.1 France
      • 15.3.11.1 France Market Size and Forecast, by Type
      • 15.3.11.2 France Market Size and Forecast, by Product
      • 15.3.11.3 France Market Size and Forecast, by Services
      • 15.3.11.4 France Market Size and Forecast, by Technology
      • 15.3.11.5 France Market Size and Forecast, by Component
      • 15.3.11.6 France Market Size and Forecast, by Application
      • 15.3.11.7 France Market Size and Forecast, by Deployment
      • 15.3.11.8 France Market Size and Forecast, by End User
      • 15.3.11.9 Local Competition Analysis
      • 15.3.11.10 Local Market Analysis
    • 15.3.1 Spain
      • 15.3.12.1 Spain Market Size and Forecast, by Type
      • 15.3.12.2 Spain Market Size and Forecast, by Product
      • 15.3.12.3 Spain Market Size and Forecast, by Services
      • 15.3.12.4 Spain Market Size and Forecast, by Technology
      • 15.3.12.5 Spain Market Size and Forecast, by Component
      • 15.3.12.6 Spain Market Size and Forecast, by Application
      • 15.3.12.7 Spain Market Size and Forecast, by Deployment
      • 15.3.12.8 Spain Market Size and Forecast, by End User
      • 15.3.12.9 Local Competition Analysis
      • 15.3.12.10 Local Market Analysis
    • 15.3.1 Italy
      • 15.3.13.1 Italy Market Size and Forecast, by Type
      • 15.3.13.2 Italy Market Size and Forecast, by Product
      • 15.3.13.3 Italy Market Size and Forecast, by Services
      • 15.3.13.4 Italy Market Size and Forecast, by Technology
      • 15.3.13.5 Italy Market Size and Forecast, by Component
      • 15.3.13.6 Italy Market Size and Forecast, by Application
      • 15.3.13.7 Italy Market Size and Forecast, by Deployment
      • 15.3.13.8 Italy Market Size and Forecast, by End User
      • 15.3.13.9 Local Competition Analysis
      • 15.3.13.10 Local Market Analysis
    • 15.3.1 Netherlands
      • 15.3.14.1 Netherlands Market Size and Forecast, by Type
      • 15.3.14.2 Netherlands Market Size and Forecast, by Product
      • 15.3.14.3 Netherlands Market Size and Forecast, by Services
      • 15.3.14.4 Netherlands Market Size and Forecast, by Technology
      • 15.3.14.5 Netherlands Market Size and Forecast, by Component
      • 15.3.14.6 Netherlands Market Size and Forecast, by Application
      • 15.3.14.7 Netherlands Market Size and Forecast, by Deployment
      • 15.3.14.8 Netherlands Market Size and Forecast, by End User
      • 15.3.14.9 Local Competition Analysis
      • 15.3.14.10 Local Market Analysis
    • 15.3.1 Sweden
      • 15.3.15.1 Sweden Market Size and Forecast, by Type
      • 15.3.15.2 Sweden Market Size and Forecast, by Product
      • 15.3.15.3 Sweden Market Size and Forecast, by Services
      • 15.3.15.4 Sweden Market Size and Forecast, by Technology
      • 15.3.15.5 Sweden Market Size and Forecast, by Component
      • 15.3.15.6 Sweden Market Size and Forecast, by Application
      • 15.3.15.7 Sweden Market Size and Forecast, by Deployment
      • 15.3.15.8 Sweden Market Size and Forecast, by End User
      • 15.3.15.9 Local Competition Analysis
      • 15.3.15.10 Local Market Analysis
    • 15.3.1 Switzerland
      • 15.3.16.1 Switzerland Market Size and Forecast, by Type
      • 15.3.16.2 Switzerland Market Size and Forecast, by Product
      • 15.3.16.3 Switzerland Market Size and Forecast, by Services
      • 15.3.16.4 Switzerland Market Size and Forecast, by Technology
      • 15.3.16.5 Switzerland Market Size and Forecast, by Component
      • 15.3.16.6 Switzerland Market Size and Forecast, by Application
      • 15.3.16.7 Switzerland Market Size and Forecast, by Deployment
      • 15.3.16.8 Switzerland Market Size and Forecast, by End User
      • 15.3.16.9 Local Competition Analysis
      • 15.3.16.10 Local Market Analysis
    • 15.3.1 Denmark
      • 15.3.17.1 Denmark Market Size and Forecast, by Type
      • 15.3.17.2 Denmark Market Size and Forecast, by Product
      • 15.3.17.3 Denmark Market Size and Forecast, by Services
      • 15.3.17.4 Denmark Market Size and Forecast, by Technology
      • 15.3.17.5 Denmark Market Size and Forecast, by Component
      • 15.3.17.6 Denmark Market Size and Forecast, by Application
      • 15.3.17.7 Denmark Market Size and Forecast, by Deployment
      • 15.3.17.8 Denmark Market Size and Forecast, by End User
      • 15.3.17.9 Local Competition Analysis
      • 15.3.17.10 Local Market Analysis
    • 15.3.1 Finland
      • 15.3.18.1 Finland Market Size and Forecast, by Type
      • 15.3.18.2 Finland Market Size and Forecast, by Product
      • 15.3.18.3 Finland Market Size and Forecast, by Services
      • 15.3.18.4 Finland Market Size and Forecast, by Technology
      • 15.3.18.5 Finland Market Size and Forecast, by Component
      • 15.3.18.6 Finland Market Size and Forecast, by Application
      • 15.3.18.7 Finland Market Size and Forecast, by Deployment
      • 15.3.18.8 Finland Market Size and Forecast, by End User
      • 15.3.18.9 Local Competition Analysis
      • 15.3.18.10 Local Market Analysis
    • 15.3.1 Russia
      • 15.3.19.1 Russia Market Size and Forecast, by Type
      • 15.3.19.2 Russia Market Size and Forecast, by Product
      • 15.3.19.3 Russia Market Size and Forecast, by Services
      • 15.3.19.4 Russia Market Size and Forecast, by Technology
      • 15.3.19.5 Russia Market Size and Forecast, by Component
      • 15.3.19.6 Russia Market Size and Forecast, by Application
      • 15.3.19.7 Russia Market Size and Forecast, by Deployment
      • 15.3.19.8 Russia Market Size and Forecast, by End User
      • 15.3.19.9 Local Competition Analysis
      • 15.3.19.10 Local Market Analysis
    • 15.3.1 Rest of Europe
      • 15.3.20.1 Rest of Europe Market Size and Forecast, by Type
      • 15.3.20.2 Rest of Europe Market Size and Forecast, by Product
      • 15.3.20.3 Rest of Europe Market Size and Forecast, by Services
      • 15.3.20.4 Rest of Europe Market Size and Forecast, by Technology
      • 15.3.20.5 Rest of Europe Market Size and Forecast, by Component
      • 15.3.20.6 Rest of Europe Market Size and Forecast, by Application
      • 15.3.20.7 Rest of Europe Market Size and Forecast, by Deployment
      • 15.3.20.8 Rest of Europe Market Size and Forecast, by End User
      • 15.3.20.9 Local Competition Analysis
      • 15.3.20.10 Local Market Analysis
  • 15.1 Asia-Pacific
    • 15.4.1 Key Market Trends and Opportunities
    • 15.4.2 Asia-Pacific Market Size and Forecast, by Type
    • 15.4.3 Asia-Pacific Market Size and Forecast, by Product
    • 15.4.4 Asia-Pacific Market Size and Forecast, by Services
    • 15.4.5 Asia-Pacific Market Size and Forecast, by Technology
    • 15.4.6 Asia-Pacific Market Size and Forecast, by Component
    • 15.4.7 Asia-Pacific Market Size and Forecast, by Application
    • 15.4.8 Asia-Pacific Market Size and Forecast, by Deployment
    • 15.4.9 Asia-Pacific Market Size and Forecast, by End User
    • 15.4.10 Asia-Pacific Market Size and Forecast, by Country
    • 15.4.11 China
      • 15.4.9.1 China Market Size and Forecast, by Type
      • 15.4.9.2 China Market Size and Forecast, by Product
      • 15.4.9.3 China Market Size and Forecast, by Services
      • 15.4.9.4 China Market Size and Forecast, by Technology
      • 15.4.9.5 China Market Size and Forecast, by Component
      • 15.4.9.6 China Market Size and Forecast, by Application
      • 15.4.9.7 China Market Size and Forecast, by Deployment
      • 15.4.9.8 China Market Size and Forecast, by End User
      • 15.4.9.9 Local Competition Analysis
      • 15.4.9.10 Local Market Analysis
    • 15.4.1 India
      • 15.4.10.1 India Market Size and Forecast, by Type
      • 15.4.10.2 India Market Size and Forecast, by Product
      • 15.4.10.3 India Market Size and Forecast, by Services
      • 15.4.10.4 India Market Size and Forecast, by Technology
      • 15.4.10.5 India Market Size and Forecast, by Component
      • 15.4.10.6 India Market Size and Forecast, by Application
      • 15.4.10.7 India Market Size and Forecast, by Deployment
      • 15.4.10.8 India Market Size and Forecast, by End User
      • 15.4.10.9 Local Competition Analysis
      • 15.4.10.10 Local Market Analysis
    • 15.4.1 Japan
      • 15.4.11.1 Japan Market Size and Forecast, by Type
      • 15.4.11.2 Japan Market Size and Forecast, by Product
      • 15.4.11.3 Japan Market Size and Forecast, by Services
      • 15.4.11.4 Japan Market Size and Forecast, by Technology
      • 15.4.11.5 Japan Market Size and Forecast, by Component
      • 15.4.11.6 Japan Market Size and Forecast, by Application
      • 15.4.11.7 Japan Market Size and Forecast, by Deployment
      • 15.4.11.8 Japan Market Size and Forecast, by End User
      • 15.4.11.9 Local Competition Analysis
      • 15.4.11.10 Local Market Analysis
    • 15.4.1 South Korea
      • 15.4.12.1 South Korea Market Size and Forecast, by Type
      • 15.4.12.2 South Korea Market Size and Forecast, by Product
      • 15.4.12.3 South Korea Market Size and Forecast, by Services
      • 15.4.12.4 South Korea Market Size and Forecast, by Technology
      • 15.4.12.5 South Korea Market Size and Forecast, by Component
      • 15.4.12.6 South Korea Market Size and Forecast, by Application
      • 15.4.12.7 South Korea Market Size and Forecast, by Deployment
      • 15.4.12.8 South Korea Market Size and Forecast, by End User
      • 15.4.12.9 Local Competition Analysis
      • 15.4.12.10 Local Market Analysis
    • 15.4.1 Australia
      • 15.4.13.1 Australia Market Size and Forecast, by Type
      • 15.4.13.2 Australia Market Size and Forecast, by Product
      • 15.4.13.3 Australia Market Size and Forecast, by Services
      • 15.4.13.4 Australia Market Size and Forecast, by Technology
      • 15.4.13.5 Australia Market Size and Forecast, by Component
      • 15.4.13.6 Australia Market Size and Forecast, by Application
      • 15.4.13.7 Australia Market Size and Forecast, by Deployment
      • 15.4.13.8 Australia Market Size and Forecast, by End User
      • 15.4.13.9 Local Competition Analysis
      • 15.4.13.10 Local Market Analysis
    • 15.4.1 Singapore
      • 15.4.14.1 Singapore Market Size and Forecast, by Type
      • 15.4.14.2 Singapore Market Size and Forecast, by Product
      • 15.4.14.3 Singapore Market Size and Forecast, by Services
      • 15.4.14.4 Singapore Market Size and Forecast, by Technology
      • 15.4.14.5 Singapore Market Size and Forecast, by Component
      • 15.4.14.6 Singapore Market Size and Forecast, by Application
      • 15.4.14.7 Singapore Market Size and Forecast, by Deployment
      • 15.4.14.8 Singapore Market Size and Forecast, by End User
      • 15.4.14.9 Local Competition Analysis
      • 15.4.14.10 Local Market Analysis
    • 15.4.1 Indonesia
      • 15.4.15.1 Indonesia Market Size and Forecast, by Type
      • 15.4.15.2 Indonesia Market Size and Forecast, by Product
      • 15.4.15.3 Indonesia Market Size and Forecast, by Services
      • 15.4.15.4 Indonesia Market Size and Forecast, by Technology
      • 15.4.15.5 Indonesia Market Size and Forecast, by Component
      • 15.4.15.6 Indonesia Market Size and Forecast, by Application
      • 15.4.15.7 Indonesia Market Size and Forecast, by Deployment
      • 15.4.15.8 Indonesia Market Size and Forecast, by End User
      • 15.4.15.9 Local Competition Analysis
      • 15.4.15.10 Local Market Analysis
    • 15.4.1 Taiwan
      • 15.4.16.1 Taiwan Market Size and Forecast, by Type
      • 15.4.16.2 Taiwan Market Size and Forecast, by Product
      • 15.4.16.3 Taiwan Market Size and Forecast, by Services
      • 15.4.16.4 Taiwan Market Size and Forecast, by Technology
      • 15.4.16.5 Taiwan Market Size and Forecast, by Component
      • 15.4.16.6 Taiwan Market Size and Forecast, by Application
      • 15.4.16.7 Taiwan Market Size and Forecast, by Deployment
      • 15.4.16.8 Taiwan Market Size and Forecast, by End User
      • 15.4.16.9 Local Competition Analysis
      • 15.4.16.10 Local Market Analysis
    • 15.4.1 Malaysia
      • 15.4.17.1 Malaysia Market Size and Forecast, by Type
      • 15.4.17.2 Malaysia Market Size and Forecast, by Product
      • 15.4.17.3 Malaysia Market Size and Forecast, by Services
      • 15.4.17.4 Malaysia Market Size and Forecast, by Technology
      • 15.4.17.5 Malaysia Market Size and Forecast, by Component
      • 15.4.17.6 Malaysia Market Size and Forecast, by Application
      • 15.4.17.7 Malaysia Market Size and Forecast, by Deployment
      • 15.4.17.8 Malaysia Market Size and Forecast, by End User
      • 15.4.17.9 Local Competition Analysis
      • 15.4.17.10 Local Market Analysis
    • 15.4.1 Rest of Asia-Pacific
      • 15.4.18.1 Rest of Asia-Pacific Market Size and Forecast, by Type
      • 15.4.18.2 Rest of Asia-Pacific Market Size and Forecast, by Product
      • 15.4.18.3 Rest of Asia-Pacific Market Size and Forecast, by Services
      • 15.4.18.4 Rest of Asia-Pacific Market Size and Forecast, by Technology
      • 15.4.18.5 Rest of Asia-Pacific Market Size and Forecast, by Component
      • 15.4.18.6 Rest of Asia-Pacific Market Size and Forecast, by Application
      • 15.4.18.7 Rest of Asia-Pacific Market Size and Forecast, by Deployment
      • 15.4.18.8 Rest of Asia-Pacific Market Size and Forecast, by End User
      • 15.4.18.9 Local Competition Analysis
      • 15.4.18.10 Local Market Analysis
  • 15.1 Latin America
    • 15.5.1 Key Market Trends and Opportunities
    • 15.5.2 Latin America Market Size and Forecast, by Type
    • 15.5.3 Latin America Market Size and Forecast, by Product
    • 15.5.4 Latin America Market Size and Forecast, by Services
    • 15.5.5 Latin America Market Size and Forecast, by Technology
    • 15.5.6 Latin America Market Size and Forecast, by Component
    • 15.5.7 Latin America Market Size and Forecast, by Application
    • 15.5.8 Latin America Market Size and Forecast, by Deployment
    • 15.5.9 Latin America Market Size and Forecast, by End User
    • 15.5.10 Latin America Market Size and Forecast, by Country
    • 15.5.11 Brazil
      • 15.5.9.1 Brazil Market Size and Forecast, by Type
      • 15.5.9.2 Brazil Market Size and Forecast, by Product
      • 15.5.9.3 Brazil Market Size and Forecast, by Services
      • 15.5.9.4 Brazil Market Size and Forecast, by Technology
      • 15.5.9.5 Brazil Market Size and Forecast, by Component
      • 15.5.9.6 Brazil Market Size and Forecast, by Application
      • 15.5.9.7 Brazil Market Size and Forecast, by Deployment
      • 15.5.9.8 Brazil Market Size and Forecast, by End User
      • 15.5.9.9 Local Competition Analysis
      • 15.5.9.10 Local Market Analysis
    • 15.5.1 Mexico
      • 15.5.10.1 Mexico Market Size and Forecast, by Type
      • 15.5.10.2 Mexico Market Size and Forecast, by Product
      • 15.5.10.3 Mexico Market Size and Forecast, by Services
      • 15.5.10.4 Mexico Market Size and Forecast, by Technology
      • 15.5.10.5 Mexico Market Size and Forecast, by Component
      • 15.5.10.6 Mexico Market Size and Forecast, by Application
      • 15.5.10.7 Mexico Market Size and Forecast, by Deployment
      • 15.5.10.8 Mexico Market Size and Forecast, by End User
      • 15.5.10.9 Local Competition Analysis
      • 15.5.10.10 Local Market Analysis
    • 15.5.1 Argentina
      • 15.5.11.1 Argentina Market Size and Forecast, by Type
      • 15.5.11.2 Argentina Market Size and Forecast, by Product
      • 15.5.11.3 Argentina Market Size and Forecast, by Services
      • 15.5.11.4 Argentina Market Size and Forecast, by Technology
      • 15.5.11.5 Argentina Market Size and Forecast, by Component
      • 15.5.11.6 Argentina Market Size and Forecast, by Application
      • 15.5.11.7 Argentina Market Size and Forecast, by Deployment
      • 15.5.11.8 Argentina Market Size and Forecast, by End User
      • 15.5.11.9 Local Competition Analysis
      • 15.5.11.10 Local Market Analysis
    • 15.5.1 Rest of Latin America
      • 15.5.12.1 Rest of Latin America Market Size and Forecast, by Type
      • 15.5.12.2 Rest of Latin America Market Size and Forecast, by Product
      • 15.5.12.3 Rest of Latin America Market Size and Forecast, by Services
      • 15.5.12.4 Rest of Latin America Market Size and Forecast, by Technology
      • 15.5.12.5 Rest of Latin America Market Size and Forecast, by Component
      • 15.5.12.6 Rest of Latin America Market Size and Forecast, by Application
      • 15.5.12.7 Rest of Latin America Market Size and Forecast, by Deployment
      • 15.5.12.8 Rest of Latin America Market Size and Forecast, by End User
      • 15.5.12.9 Local Competition Analysis
      • 15.5.12.10 Local Market Analysis
  • 15.1 Middle East and Africa
    • 15.6.1 Key Market Trends and Opportunities
    • 15.6.2 Middle East and Africa Market Size and Forecast, by Type
    • 15.6.3 Middle East and Africa Market Size and Forecast, by Product
    • 15.6.4 Middle East and Africa Market Size and Forecast, by Services
    • 15.6.5 Middle East and Africa Market Size and Forecast, by Technology
    • 15.6.6 Middle East and Africa Market Size and Forecast, by Component
    • 15.6.7 Middle East and Africa Market Size and Forecast, by Application
    • 15.6.8 Middle East and Africa Market Size and Forecast, by Deployment
    • 15.6.9 Middle East and Africa Market Size and Forecast, by End User
    • 15.6.10 Middle East and Africa Market Size and Forecast, by Country
    • 15.6.11 Saudi Arabia
      • 15.6.9.1 Saudi Arabia Market Size and Forecast, by Type
      • 15.6.9.2 Saudi Arabia Market Size and Forecast, by Product
      • 15.6.9.3 Saudi Arabia Market Size and Forecast, by Services
      • 15.6.9.4 Saudi Arabia Market Size and Forecast, by Technology
      • 15.6.9.5 Saudi Arabia Market Size and Forecast, by Component
      • 15.6.9.6 Saudi Arabia Market Size and Forecast, by Application
      • 15.6.9.7 Saudi Arabia Market Size and Forecast, by Deployment
      • 15.6.9.8 Saudi Arabia Market Size and Forecast, by End User
      • 15.6.9.9 Local Competition Analysis
      • 15.6.9.10 Local Market Analysis
    • 15.6.1 UAE
      • 15.6.10.1 UAE Market Size and Forecast, by Type
      • 15.6.10.2 UAE Market Size and Forecast, by Product
      • 15.6.10.3 UAE Market Size and Forecast, by Services
      • 15.6.10.4 UAE Market Size and Forecast, by Technology
      • 15.6.10.5 UAE Market Size and Forecast, by Component
      • 15.6.10.6 UAE Market Size and Forecast, by Application
      • 15.6.10.7 UAE Market Size and Forecast, by Deployment
      • 15.6.10.8 UAE Market Size and Forecast, by End User
      • 15.6.10.9 Local Competition Analysis
      • 15.6.10.10 Local Market Analysis
    • 15.6.1 South Africa
      • 15.6.11.1 South Africa Market Size and Forecast, by Type
      • 15.6.11.2 South Africa Market Size and Forecast, by Product
      • 15.6.11.3 South Africa Market Size and Forecast, by Services
      • 15.6.11.4 South Africa Market Size and Forecast, by Technology
      • 15.6.11.5 South Africa Market Size and Forecast, by Component
      • 15.6.11.6 South Africa Market Size and Forecast, by Application
      • 15.6.11.7 South Africa Market Size and Forecast, by Deployment
      • 15.6.11.8 South Africa Market Size and Forecast, by End User
      • 15.6.11.9 Local Competition Analysis
      • 15.6.11.10 Local Market Analysis
    • 15.6.1 Rest of MEA
      • 15.6.12.1 Rest of MEA Market Size and Forecast, by Type
      • 15.6.12.2 Rest of MEA Market Size and Forecast, by Product
      • 15.6.12.3 Rest of MEA Market Size and Forecast, by Services
      • 15.6.12.4 Rest of MEA Market Size and Forecast, by Technology
      • 15.6.12.5 Rest of MEA Market Size and Forecast, by Component
      • 15.6.12.6 Rest of MEA Market Size and Forecast, by Application
      • 15.6.12.7 Rest of MEA Market Size and Forecast, by Deployment
      • 15.6.12.8 Rest of MEA Market Size and Forecast, by End User
      • 15.6.12.9 Local Competition Analysis
      • 15.6.12.10 Local Market Analysis

16. Competitive Landscape

  • 16.1 Overview
  • 16.2 Market Share Analysis
  • 16.3 Key Player Positioning
  • 16.4 Competitive Leadership Mapping
    • 16.4.1 Star Players
    • 16.4.2 Innovators
    • 16.4.3 Emerging Players
  • 16.5 Vendor Benchmarking
  • 16.6 Developmental Strategy Benchmarking
    • 16.6.1 New Product Developments
    • 16.6.2 Product Launches
    • 16.6.3 Business Expansions
    • 16.6.4 Partnerships, Joint Ventures, and Collaborations
    • 16.6.5 Mergers and Acquisitions

17. Company Profiles

  • 17.1 DataRobot
    • 17.1.1 Company Overview
    • 17.1.2 Company Snapshot
    • 17.1.3 Business Segments
    • 17.1.4 Business Performance
    • 17.1.5 Product Offerings
    • 17.1.6 Key Developmental Strategies
    • 17.1.7 SWOT Analysis
  • 17.2 H2Oai
    • 17.2.1 Company Overview
    • 17.2.2 Company Snapshot
    • 17.2.3 Business Segments
    • 17.2.4 Business Performance
    • 17.2.5 Product Offerings
    • 17.2.6 Key Developmental Strategies
    • 17.2.7 SWOT Analysis
  • 17.3 C3ai
    • 17.3.1 Company Overview
    • 17.3.2 Company Snapshot
    • 17.3.3 Business Segments
    • 17.3.4 Business Performance
    • 17.3.5 Product Offerings
    • 17.3.6 Key Developmental Strategies
    • 17.3.7 SWOT Analysis
  • 17.4 OpenAI
    • 17.4.1 Company Overview
    • 17.4.2 Company Snapshot
    • 17.4.3 Business Segments
    • 17.4.4 Business Performance
    • 17.4.5 Product Offerings
    • 17.4.6 Key Developmental Strategies
    • 17.4.7 SWOT Analysis
  • 17.5 Graphcore
    • 17.5.1 Company Overview
    • 17.5.2 Company Snapshot
    • 17.5.3 Business Segments
    • 17.5.4 Business Performance
    • 17.5.5 Product Offerings
    • 17.5.6 Key Developmental Strategies
    • 17.5.7 SWOT Analysis
  • 17.6 SAS Institute
    • 17.6.1 Company Overview
    • 17.6.2 Company Snapshot
    • 17.6.3 Business Segments
    • 17.6.4 Business Performance
    • 17.6.5 Product Offerings
    • 17.6.6 Key Developmental Strategies
    • 17.6.7 SWOT Analysis
  • 17.7 Databricks
    • 17.7.1 Company Overview
    • 17.7.2 Company Snapshot
    • 17.7.3 Business Segments
    • 17.7.4 Business Performance
    • 17.7.5 Product Offerings
    • 17.7.6 Key Developmental Strategies
    • 17.7.7 SWOT Analysis
  • 17.8 DeepMind
    • 17.8.1 Company Overview
    • 17.8.2 Company Snapshot
    • 17.8.3 Business Segments
    • 17.8.4 Business Performance
    • 17.8.5 Product Offerings
    • 17.8.6 Key Developmental Strategies
    • 17.8.7 SWOT Analysis
  • 17.9 Element AI
    • 17.9.1 Company Overview
    • 17.9.2 Company Snapshot
    • 17.9.3 Business Segments
    • 17.9.4 Business Performance
    • 17.9.5 Product Offerings
    • 17.9.6 Key Developmental Strategies
    • 17.9.7 SWOT Analysis
  • 17.10 Cerebras Systems
    • 17.10.1 Company Overview
    • 17.10.2 Company Snapshot
    • 17.10.3 Business Segments
    • 17.10.4 Business Performance
    • 17.10.5 Product Offerings
    • 17.10.6 Key Developmental Strategies
    • 17.10.7 SWOT Analysis
  • 17.11 Anaconda
    • 17.11.1 Company Overview
    • 17.11.2 Company Snapshot
    • 17.11.3 Business Segments
    • 17.11.4 Business Performance
    • 17.11.5 Product Offerings
    • 17.11.6 Key Developmental Strategies
    • 17.11.7 SWOT Analysis
  • 17.12 Ponyai
    • 17.12.1 Company Overview
    • 17.12.2 Company Snapshot
    • 17.12.3 Business Segments
    • 17.12.4 Business Performance
    • 17.12.5 Product Offerings
    • 17.12.6 Key Developmental Strategies
    • 17.12.7 SWOT Analysis
  • 17.13 SambaNova Systems
    • 17.13.1 Company Overview
    • 17.13.2 Company Snapshot
    • 17.13.3 Business Segments
    • 17.13.4 Business Performance
    • 17.13.5 Product Offerings
    • 17.13.6 Key Developmental Strategies
    • 17.13.7 SWOT Analysis
  • 17.14 Numenta
    • 17.14.1 Company Overview
    • 17.14.2 Company Snapshot
    • 17.14.3 Business Segments
    • 17.14.4 Business Performance
    • 17.14.5 Product Offerings
    • 17.14.6 Key Developmental Strategies
    • 17.14.7 SWOT Analysis
  • 17.15 Vicarious
    • 17.15.1 Company Overview
    • 17.15.2 Company Snapshot
    • 17.15.3 Business Segments
    • 17.15.4 Business Performance
    • 17.15.5 Product Offerings
    • 17.15.6 Key Developmental Strategies
    • 17.15.7 SWOT Analysis
  • 17.16 CognitiveScale
    • 17.16.1 Company Overview
    • 17.16.2 Company Snapshot
    • 17.16.3 Business Segments
    • 17.16.4 Business Performance
    • 17.16.5 Product Offerings
    • 17.16.6 Key Developmental Strategies
    • 17.16.7 SWOT Analysis
  • 17.17 Skymind
    • 17.17.1 Company Overview
    • 17.17.2 Company Snapshot
    • 17.17.3 Business Segments
    • 17.17.4 Business Performance
    • 17.17.5 Product Offerings
    • 17.17.6 Key Developmental Strategies
    • 17.17.7 SWOT Analysis
  • 17.18 Ayasdi
    • 17.18.1 Company Overview
    • 17.18.2 Company Snapshot
    • 17.18.3 Business Segments
    • 17.18.4 Business Performance
    • 17.18.5 Product Offerings
    • 17.18.6 Key Developmental Strategies
    • 17.18.7 SWOT Analysis
  • 17.19 Clarifai
    • 17.19.1 Company Overview
    • 17.19.2 Company Snapshot
    • 17.19.3 Business Segments
    • 17.19.4 Business Performance
    • 17.19.5 Product Offerings
    • 17.19.6 Key Developmental Strategies
    • 17.19.7 SWOT Analysis
  • 17.20 Sentient Technologies
    • 17.20.1 Company Overview
    • 17.20.2 Company Snapshot
    • 17.20.3 Business Segments
    • 17.20.4 Business Performance
    • 17.20.5 Product Offerings
    • 17.20.6 Key Developmental Strategies
    • 17.20.7 SWOT Analysis