세계의 자동 머신러닝(AutoML) 시장 : 규모, 점유율, 동향 분석(제공 형태별, 전개별, 기업 규모별, 용도별, 업계별, 지역별), 부문별 예측(2025-2033년)

Automated Machine Learning Market Summary

The global automated machine learning market size was valued at USD 3.50 billion in 2024 and is projected to reach USD 61.23 billion by 2033, growing at a CAGR of 38.0% from 2025 to 2033. This growth is attributed to Automated machine learning (AutoML's) capability to identify discrepancies, errors, and other issues within the data, and present the user with choices, suggestions, as well as suggest outliers. Once the expert is presented with all this information, they can seamlessly curate multiple models, saving them time and effort.

Currently, AutoML open-source and commercial tools such as TPOT, H2O.ai, Google AutoML, and DataRobot are some of the best suited for streamlining the development of tasks wherein the goal is to predict an outcome/ result. These popular solutions tend to automate some or all the ML pipelines. For instance, DataRobot, the enterprise AI platform, makes data science accessible to everyone and automates the entire process of creating, deploying, and managing AI solutions at scale. It eliminates the reliance on manual workflows, automates repetitive and time-intensive steps, enables new users to build highly accurate models, and provides a fast-path for getting AI into production.

Automated machine learning is an essential process of automating iterative and time-consuming tasks. It enables developers, analysts, and data scientists to build ML models with productivity, efficiency, and high scale. AutoML has gained traction to minimize the knowledge-based resources needed to implement and train machine learning models. Moreover, Bullish demand for AutoML is mainly attributed to its ability to help enterprises boost insights and enhance model accuracy by minimizing chances for error or bias. End-users, including BFSI, healthcare, IT & telecom, and retail, are expected to inject funds into AutoML to rev up their AI efforts to create a valuable pipeline to automate data preprocessing, model selection, and pre-trained models.

Innovation in automated machine learning has led to significant advancements in various industries, transforming the way businesses operate and interact with their customers. Automation of complex processes enables organizations to speedily analyze network behavior and automatically execute required steps, enhancing processing speeds and performance. In addition, predictive maintenance using machine learning helps companies identify potential risks and predict failures, thereby increasing productivity and saving costs. Real-time business decision making is also facilitated through machine learning, allowing businesses to extract valuable insights from large datasets and make informed decisions. TinyML, a type of machine learning that runs on smaller devices, is ideal for battery-operated devices and IoT applications, reducing power consumption, latency, and bandwidth while maintaining user privacy and efficiency.

Global Automated Machine Learning Market Report Segmentation

This report forecasts revenue growth at global, regional, and country levels and provides an analysis of the latest industry trends in each of the sub-segments from 2021 to 2033. For this study, Grand View Research has segmented global automated machine learning market report based on offering, enterprise size, deployment, application, vertical, and region.

• Offering Outlook (Revenue, USD Billion, 2021 - 2033)
• Solution
• Services
• Deployment Outlook (Revenue, USD Billion, 2021 - 2033)
• On-Premises
• Cloud
• Enterprise Size Outlook (Revenue, USD Billion, 2021 - 2033)
• Large Enterprises
• SMEs
• Application Outlook (Revenue, USD Billion, 2021 - 2033)
• Data Processing
• Feature Engineering
• Model Selection
• Hyperparameter Optimization Tuning
• Model Ensembling
• Others
• Vertical Outlook (Revenue, USD Billion, 2021 - 2033)
• BFSI
• Retail & E-Commerce
• Healthcare
• Government & Defense
• Manufacturing
• Media & Entertainment
• Automotive & Transportation
• IT & Telecommunications
• Others
• Regional Outlook (Revenue, USD Billion, 2021 - 2033)
• North America
  • U.S.
  • Canada
  • Mexico
• Europe
  • Germany
  • UK
  • France
• Asia Pacific
  • China
  • Japan
  • India
  • South Korea
  • Australia
• Latin America
  • Brazil
• Middle East and Africa (MEA)
  • UAE
  • KSA
  • South Africa

Table of Contents

Chapter 1. Methodology and Scope

• 1.1. Market Segmentation and Scope
• 1.2. Market Definitions
• 1.3. Research Methodology
  • 1.3.1. Information Procurement
  • 1.3.2. Information or Data Analysis
  • 1.3.3. Market Formulation & Data Visualization
  • 1.3.4. Data Validation & Publishing
• 1.4. Research Scope and Assumptions
  • 1.4.1. List of Data Sources

Chapter 2. Executive Summary

• 2.1. Market Outlook
• 2.2. Segment Outlook
• 2.3. Competitive Insights

Chapter 3. Automated Machine Learning Market Variables, Trends, & Scope

• 3.1. Market Introduction/Lineage Outlook
• 3.2. Market Size and Growth Prospects (USD Billion)
• 3.3. Industry Value Chain Analysis
• 3.4. Market Dynamics
  • 3.4.1. Market Drivers Analysis
  • 3.4.2. Market Restraints Analysis
  • 3.4.3. Industry Opportunities
  • 3.4.4. Industry Challenges
• 3.5. Automated Machine Learning Market Analysis Tools
  • 3.5.1. Porter's Analysis
    • 3.5.1.1. Bargaining power of the suppliers
    • 3.5.1.2. Bargaining power of the buyers
    • 3.5.1.3. Threats of substitution
    • 3.5.1.4. Threats from new entrants
    • 3.5.1.5. Competitive rivalry
  • 3.5.2. PESTEL Analysis
    • 3.5.2.1. Political landscape
    • 3.5.2.2. Economic and Social landscape
    • 3.5.2.3. Technological landscape
    • 3.5.2.4. Environmental landscape
    • 3.5.2.5. Legal landscape

Chapter 4. Automated Machine Learning Market: Offering Estimates & Trend Analysis

• 4.1. Segment Dashboard
• 4.2. Automated Machine Learning Market: Offering Movement Analysis, USD Billion, 2024 & 2033
• 4.3. Solution
  • 4.3.1. Solution Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)
• 4.4. Services
  • 4.4.1. Services Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)

Chapter 5. Automated Machine Learning Market: Deployment Estimates & Trend Analysis

• 5.1. Segment Dashboard
• 5.2. Automated Machine Learning Market: Deployment Movement Analysis, USD Billion, 2024 & 2033
• 5.3. On-Premises
  • 5.3.1. On-Premises Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)
• 5.4. Cloud
  • 5.4.1. Cloud Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)

Chapter 6. Automated Machine Learning Market: Enterprise Size Estimates & Trend Analysis

• 6.1. Segment Dashboard
• 6.2. Automated Machine Learning Market: Enterprise Size Movement Analysis, USD Billion, 2024 & 2033
• 6.3. Large Enterprises
  • 6.3.1. Large Enterprises Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)
• 6.4. SMEs
  • 6.4.1. SMEs Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)

Chapter 7. Automated Machine Learning Market: Application Estimates & Trend Analysis

• 7.1. Segment Dashboard
• 7.2. Automated Machine Learning Market: Application Movement Analysis, USD Billion, 2024 & 2033
• 7.3. Data Processing
  • 7.3.1. Data Processing Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)
• 7.4. Feature Engineering
  • 7.4.1. Feature Engineering Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)
• 7.5. Model Selection
  • 7.5.1. Model Selection Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)
• 7.6. Hyperparameter Optimization Tuning
  • 7.6.1. Hyperparameter Optimization Tuning Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)
• 7.7. Model Ensembling
  • 7.7.1. Model Ensembling Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)
• 7.8. Others
  • 7.8.1. Others Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)

Chapter 8. Automated Machine Learning Market: Vertical Estimates & Trend Analysis

• 8.1. Segment Dashboard
• 8.2. Automated Machine Learning Market: Vertical Movement Analysis, USD Billion, 2024 & 2033
• 8.3. BFSI
  • 8.3.1. BFSI Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)
• 8.4. Retail and E-commerce
  • 8.4.1. Retail and E-commerce Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)
• 8.5. Healthcare
  • 8.5.1. Healthcare Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)
• 8.6. Government & Defense
  • 8.6.1. Government & Defense Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)
• 8.7. Manufacturing
  • 8.7.1. Manufacturing Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)
• 8.8. Media and Entertainment
  • 8.8.1. Media and Entertainment Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)
• 8.9. Automotive & Transportation
  • 8.9.1. Automotive & Transportation Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)
• 8.10. IT & Telecommunications
  • 8.10.1. IT & Telecommunications Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)
• 8.11. Others
  • 8.11.1. Others Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Billion)

Chapter 9. Automated Machine Learning Market: Regional Estimates & Trend Analysis

• 9.1. Automated Machine Learning Market Share, by Region, 2024 & 2033 USD Billion
• 9.2. North America
  • 9.2.1. North America Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
  • 9.2.2. North America Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
  • 9.2.3. North America Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
  • 9.2.4. North America Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
  • 9.2.5. North America Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
  • 9.2.6. North America Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
  • 9.2.7. U.S.
    • 9.2.7.1. U.S. Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
    • 9.2.7.2. U.S. Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
    • 9.2.7.3. U.S. Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
    • 9.2.7.4. U.S. Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
    • 9.2.7.5. U.S. Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
    • 9.2.7.6. U.S. Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
  • 9.2.8. Canada
    • 9.2.8.1. Canada Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
    • 9.2.8.2. Canada Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
    • 9.2.8.3. Canada Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
    • 9.2.8.4. Canada Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
    • 9.2.8.5. Canada Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
    • 9.2.8.6. Canada Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
  • 9.2.9. Mexico
    • 9.2.9.1. Mexico Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
    • 9.2.9.2. Mexico Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
    • 9.2.9.3. Mexico Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
    • 9.2.9.4. Mexico Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
    • 9.2.9.5. Mexico Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
    • 9.2.9.6. Mexico Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
• 9.3. Europe
  • 9.3.1. Europe Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
  • 9.3.2. Europe Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
  • 9.3.3. Europe Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
  • 9.3.4. Europe Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
  • 9.3.5. Europe Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
  • 9.3.6. Europe Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
  • 9.3.7. UK
    • 9.3.7.1. UK Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
    • 9.3.7.2. UK Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
    • 9.3.7.3. UK Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
    • 9.3.7.4. UK Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
    • 9.3.7.5. UK Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
    • 9.3.7.6. UK Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
  • 9.3.8. Germany
    • 9.3.8.1. Germany Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
    • 9.3.8.2. Germany Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
    • 9.3.8.3. Germany Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
    • 9.3.8.4. Germany Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
    • 9.3.8.5. Germany Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
    • 9.3.8.6. Germany Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
  • 9.3.9. France
    • 9.3.9.1. France Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
    • 9.3.9.2. France Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
    • 9.3.9.3. France Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
    • 9.3.9.4. France Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
    • 9.3.9.5. France Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
    • 9.3.9.6. France Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
• 9.4. Asia Pacific
  • 9.4.1. Asia Pacific Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
  • 9.4.2. Asia Pacific Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
  • 9.4.3. Asia Pacific Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
  • 9.4.4. Asia Pacific Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
  • 9.4.5. Asia Pacific Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
  • 9.4.6. Asia Pacific Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
  • 9.4.7. China
    • 9.4.7.1. China Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
    • 9.4.7.2. China Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
    • 9.4.7.3. China Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
    • 9.4.7.4. China Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
    • 9.4.7.5. China Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
    • 9.4.7.6. China Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
  • 9.4.8. Japan
    • 9.4.8.1. Japan Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
    • 9.4.8.2. Japan Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
    • 9.4.8.3. Japan Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
    • 9.4.8.4. Japan Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
    • 9.4.8.5. Japan Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
    • 9.4.8.6. Japan Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
  • 9.4.9. India
    • 9.4.9.1. India Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
    • 9.4.9.2. India Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
    • 9.4.9.3. India Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
    • 9.4.9.4. India Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
    • 9.4.9.5. India Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
    • 9.4.9.6. India Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
  • 9.4.10. Australia
    • 9.4.10.1. Australia Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
    • 9.4.10.2. Australia Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
    • 9.4.10.3. Australia Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
    • 9.4.10.4. Australia Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
    • 9.4.10.5. Australia Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
    • 9.4.10.6. Australia Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
  • 9.4.11. South Korea
    • 9.4.11.1. South Korea Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
    • 9.4.11.2. South Korea Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
    • 9.4.11.3. South Korea Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
    • 9.4.11.4. South Korea Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
    • 9.4.11.5. South Korea Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
    • 9.4.11.6. South Korea Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
• 9.5. Latin America
  • 9.5.1. Latin America Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
  • 9.5.2. Latin America Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
  • 9.5.3. Latin America Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
  • 9.5.4. Latin America Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
  • 9.5.5. Latin America Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
  • 9.5.6. Latin America Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
  • 9.5.7. Brazil
    • 9.5.7.1. Brazil Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
    • 9.5.7.2. Brazil Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
    • 9.5.7.3. Brazil Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
    • 9.5.7.4. Brazil Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
    • 9.5.7.5. Brazil Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
    • 9.5.7.6. Brazil Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
• 9.6. Middle East and Africa
  • 9.6.1. Middle East and Africa Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
  • 9.6.2. Middle East and Africa Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
  • 9.6.3. Middle East and Africa Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
  • 9.6.4. Middle East and Africa Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
  • 9.6.5. Middle East and Africa Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
  • 9.6.6. Middle East & Africa Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
  • 9.6.7. UAE
    • 9.6.7.1. UAE Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
    • 9.6.7.2. UAE Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
    • 9.6.7.3. UAE Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
    • 9.6.7.4. UAE Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
    • 9.6.7.5. UAE Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
    • 9.6.7.6. UAE Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
  • 9.6.8. South Africa
    • 9.6.8.1. South Africa Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
    • 9.6.8.2. South Africa Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
    • 9.6.8.3. South Africa Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
    • 9.6.8.4. South Africa Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
    • 9.6.8.5. South Africa Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
    • 9.6.8.6. South Africa Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)
  • 9.6.9. KSA
    • 9.6.9.1. KSA Automated Machine Learning Market Estimates and Forecasts, 2021 - 2033 (USD Billion)
    • 9.6.9.2. KSA Automated Machine Learning Market Estimates and Forecasts, by Offering, 2021 - 2033 (USD Billion)
    • 9.6.9.3. KSA Automated Machine Learning Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Billion)
    • 9.6.9.4. KSA Automated Machine Learning Market Estimates and Forecasts, by Enterprise Size, 2021 - 2033 (USD Billion)
    • 9.6.9.5. KSA Automated Machine Learning Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Billion)
    • 9.6.9.6. KSA Automated Machine Learning Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Billion)

Chapter 10. Competitive Landscape

• 10.1. Recent Developments & Impact Analysis by Key Market Participants
• 10.2. Company Categorization
• 10.3. Company Market Positioning
• 10.4. Company Market Share Analysis
• 10.5. Company Heat Map Analysis
• 10.6. Strategy Mapping
  • 10.6.1. Expansion
  • 10.6.2. Mergers & Acquisition
  • 10.6.3. Partnerships & Collaborations
  • 10.6.4. New End Use Launches
  • 10.6.5. Research and Development
• 10.7. Company Profiles
  • 10.7.1. Amazon Web Services, Inc.
    • 10.7.1.1. Participant's Overview
    • 10.7.1.2. Financial Performance
    • 10.7.1.3. End Use Benchmarking
    • 10.7.1.4. Recent Developments
  • 10.7.2. Google LLC
    • 10.7.2.1. Participant's Overview
    • 10.7.2.2. Financial Performance
    • 10.7.2.3. End Use Benchmarking
    • 10.7.2.4. Recent Developments
  • 10.7.3. Microsoft
    • 10.7.3.1. Participant's Overview
    • 10.7.3.2. Financial Performance
    • 10.7.3.3. End Use Benchmarking
    • 10.7.3.4. Recent Developments
  • 10.7.4. DataRobot, Inc.
    • 10.7.4.1. Participant's Overview
    • 10.7.4.2. Financial Performance
    • 10.7.4.3. End Use Benchmarking
    • 10.7.4.4. Recent Developments
  • 10.7.5. H2O.ai.
    • 10.7.5.1. Participant's Overview
    • 10.7.5.2. Financial Performance
    • 10.7.5.3. End Use Benchmarking
    • 10.7.5.4. Recent Developments
  • 10.7.6. Databricks
    • 10.7.6.1. Participant's Overview
    • 10.7.6.2. Financial Performance
    • 10.7.6.3. End Use Benchmarking
    • 10.7.6.4. Recent Developments
  • 10.7.7. Oracle
    • 10.7.7.1. Participant's Overview
    • 10.7.7.2. Financial Performance
    • 10.7.7.3. End Use Benchmarking
    • 10.7.7.4. Recent Developments
  • 10.7.8. Alibaba Cloud
    • 10.7.8.1. Participant's Overview
    • 10.7.8.2. Financial Performance
    • 10.7.8.3. End Use Benchmarking
    • 10.7.8.4. Recent Developments
  • 10.7.9. Akkio Inc.
    • 10.7.9.1. Participant's Overview
    • 10.7.9.2. Financial Performance
    • 10.7.9.3. End Use Benchmarking
    • 10.7.9.4. Recent Developments
  • 10.7.10. Clarifai, Inc.
    • 10.7.10.1. Participant's Overview
    • 10.7.10.2. Financial Performance
    • 10.7.10.3. End Use Benchmarking
    • 10.7.10.4. Recent Developments