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人工智能 DL/ML

市場調查報告書

商品編碼

1629674

自動機器學習市場：按應用、按產品、按垂直行業和按地區

Automated Machine Learning Market, By Application, By Offering, By Vertical, By Geography

出版日期: 2024年12月13日 | 出版商:

Coherent Market Insights | 英文 145 Pages | 商品交期: 2-3個工作天內

價格

簡介目錄

2024 年全球自動機器學習市場規模估計為 31.3 億美元，預計到 2031 年將達到 492.3 億美元，2024 年至 2031 年的複合年成長率為 48.2%。

報告範圍		報告詳細資訊
基準年	2023	2024 年的市場規模	31.3億美元
效能資料	2019 年至 2023 年	預測期	2024 年至 2031 年
預測期間 2024 年至 2031 年複合年成長率：	48.20％	2031 年價值預測	492.3億美元

圖。

近年來，在人工智慧和資料分析興起的推動下，自動化機器學習市場經歷了顯著成長。自動化機器學習利用先進的演算法和技術來建構、測試和部署機器學習模型，同時減少人工干預。您可以利用機器學習來解決各種使用案例，而無需高級數學或程式設計專業知識。自動化機器學習平台可自動化端到端模型開發生命週期，這通常需要大規模資料處理、特徵工程和超參數調整。這使得機器學習技術能夠被更廣泛的受眾所使用，並加速了各行業對人工智慧的應用。由於自動化機器學習有助於解決人工智慧領域的人才短缺問題，並使複雜的機器學習過程變得高效且可擴展，預計市場將繼續以強勁的速度成長。

市場動態

推動自動機器學習市場成長的關鍵因素是跨領域進階資料分析的需求不斷成長、機器學習專家的短缺日益嚴重，以及簡化人工智慧主導的應用程式和服務部署的需求。然而，目前的自動化機器學習技術在處理複雜的企業需求方面面臨局限性，並且在資料不足的情況下訓練的模型存在偏差的風險。另一方面，雲端基礎的機器學習平台的日益普及以及自動化機器學習在垂直軟體中的整合正在創造有利可圖的機會。此外，人工智慧即服務解決方案的日益普及和邊緣運算的出現也在推動需求。

本研究的主要特點

本報告對全球自動機器學習市場進行了詳細分析，並提供了預測期（2024-2031）的市場規模和年複合成長率（CAGR%），假設 2023 年為基準年。

它還揭示了各個領域的潛在商機並解釋了該市場的引人注目的投資提案矩陣。

它還提供了關於市場促進因素、限制因素、機會、新產品發布和核准、市場趨勢、區域前景以及主要企業採用的競爭策略的主要考察。

它根據公司亮點、產品系列、關鍵亮點、財務業績和策略等參數，對全球自動機器學習市場的主要企業進行了概述。

研究涉及的主要企業包括 IBM、Oracle、Microsoft、ServiceNow、Google、百度、Alteryx、Salesforce、H2O.ai、Dataiku、阿里雲、Akkio、dotData、SparkCognition 和 Mathworks。

本報告的見解將使負責人和公司經營團隊能夠就未來的產品發布、類型升級、市場擴張和行銷策略做出明智的決策。

全球自動機器學習市場報告迎合了該行業的各個相關人員，例如投資者、供應商、產品製造商、經銷商、新進業者和財務分析師。

相關人員可以透過用於分析全球自動機器學習市場的各種策略矩陣來促進決策。

Report Coverage	Report Details
Base Year:	2023	Market Size in 2024:	US$ 3.13 Bn
Historical Data for:	2019 To 2023	Forecast Period:	2024 To 2031
Forecast Period 2024 to 2031 CAGR:	48.20%	2031 Value Projection:	US$ 49.23 Bn

The automated machine learning market has seen significant growth in recent years driven by the rise of artificial intelligence and data analytics. Automated machine learning utilizes advanced algorithms and technologies to build, test and deploy machine learning models with minimum human intervention. It helps organizations leverage machine learning across various use cases without having expertise in advanced mathematics or programming. Automated ML platforms automate the end-to-end model development lifecycle which traditionally require extensive data processing, feature engineering and hyperparameter tuning. This has made machine learning technologies accessible to a wider audience and accelerates the adoption of AI across industries. The market is expected to continue its robust expansion as automated machine learning assists in tackling the talent crunch in AI fields and makes complex machine learning processes efficient and scalable.

Market Dynamics

The key factors fueling the growth of the automated machine learning market include the rising demand for advanced data analytics across sectors, growing shortage of machine learning experts, and the need for simplified deployment of AI-driven applications and services. However, limitations of current automated ML technologies in handling complex enterprise requirements and the risks of bias in models trained on insufficient data pose challenges. On the other hand, the growing adoption of cloud-based machine learning platforms and the integration of automated ML in vertical software are creating lucrative opportunities. Additionally, the increasing availability of AI-as-a-service solutions and the advent of edge computing boost the demand.

Key features of the study:

This report provides in-depth analysis of the global automated machine learning market, and provides market size (US$ Bn) and compound annual growth rate (CAGR%) for the forecast period (2024-2031), considering 2023 as the base year.

It elucidates potential revenue opportunities across different segments and explains attractive investment proposition matrices for this market.

This study also provides key insights about market drivers, restraints, opportunities, new product launches or approval, market trends, regional outlook, and competitive strategies adopted by key players.

It profiles key players in the global automated machine learning market based on the following parameters - company highlights, products portfolio, key highlights, financial performance, and strategies.

Key companies covered as a part of this study include IBM, Oracle, Microsoft, ServiceNow, Google, Baidu, Alteryx, Salesforce, H2O.ai, Dataiku, Alibaba Cloud, Akkio, dotData, SparkCognition, and Mathworks.

Insights from this report would allow marketers and the management authorities of the companies to make informed decisions regarding their future product launches, type up-gradation, market expansion, and marketing tactics.

The global automated machine learning market report caters to various stakeholders in this industry including investors, suppliers, product manufacturers, distributors, new entrants, and financial analysts.

Stakeholders would have ease in decision-making through various strategy matrices used in analyzing the global automated machine learning market.

Market Segmentation

By Application Insights (Revenue, USD Bn, 2019 - 2031)
- Data Processing
- Feature Engineering
- Model Selection
- Model Ensembling
- Others
By Offering Insights (Revenue, USD Bn, 2019 - 2031)
- Solution
- Services
By Vertical Insights (Revenue, USD Bn, 2019 - 2031)
- BFSI
- Retail & E-commerce
- Healthcare & Life Sciences
- IT & Ites
- Others
Regional Insights (Revenue, USD Bn, 2019 - 2031)
- North America
- U.S.
- Canada
- Latin America
- Brazil
- Argentina
- Mexico
- Rest of Latin America
- Europe
- Germany
- U.K.
- Spain
- France
- Italy
- Russia
- Rest of Europe
- Asia Pacific
- China
- India
- Japan
- Australia
- South Korea
- ASEAN
- Rest of Asia Pacific
- Middle East
- GCC Countries
- Israel
- Rest of Middle East
- Africa
- South Africa
- North Africa
- Central Africa
Key Players Insights
- IBM
- Oracle
- Microsoft
- ServiceNow
- Google
- Baidu
- Alteryx
- Salesforce
- H2O.ai
- Dataiku
- Alibaba Cloud
- Akkio
- dotData
- SparkCognition
- Mathworks

1. Research Objectives and Assumptions

Research Objectives
Assumptions
Abbreviations

2. Market Purview

Report Description
- Market Definition and Scope
Executive Summary
- Automated Machine Learning Market, By Application
- Automated Machine Learning Market, By Offering
- Automated Machine Learning Market, By Vertical
- Automated Machine Learning Market, By Region

3. Market Dynamics, Regulations, And Trends Analysis

Market Dynamics
Impact Analysis
Key Highlights
Regulatory Scenario
Product Launches/Approvals
PEST Analysis
PORTER's Analysis
Merger and Acquisition Scenario
Industry Trends

4. Automated Machine Learning Market, By Application, 2024-2031, (USD Bn)

Introduction
- Market Share Analysis, 2024 and 2031 (%)
- Y-o-Y Growth Analysis, 2019 - 2031
- Segment Trends
Data Processing
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
Feature Engineering
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
Model Selection
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
Model Ensembling
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
Others
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)

5. Automated Machine Learning Market, By Offering, 2024-2031, (USD Bn)

Introduction
- Market Share Analysis, 2024 and 2031 (%)
- Y-o-Y Growth Analysis, 2019 - 2031
- Segment Trends
Solution
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
Services
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)

6. Automated Machine Learning Market, By Vertical, 2024-2031, (USD Bn)

Introduction
- Market Share Analysis, 2024 and 2031 (%)
- Y-o-Y Growth Analysis, 2019 - 2031
- Segment Trends
BFSI
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
Retail & E-commerce
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
Healthcare & Life Sciences
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
IT & ITes
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
Others
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)

7. Global Automated Machine Learning Market, By Region, 2024 - 2031, Value (USD Bn)

Introduction
- Market Share (%) Analysis, 2024,2027 & 2031, Value (USD Bn)
- Market Y-o-Y Growth Analysis (%), 2019 - 2031, Value (USD Bn)
- Regional Trends
North America
- Introduction
- Market Size and Forecast, By Application, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Offering, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Vertical, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Country, 2019 - 2031, Value (USD Bn)
  - U.S.
  - Canada
Latin America
- Introduction
- Market Size and Forecast, By Application, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Offering, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Vertical, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Country, 2019 - 2031, Value (USD Bn)
  - Brazil
  - Argentina
  - Mexico
  - Rest of Latin America
Europe
- Introduction
- Market Size and Forecast, By Application, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Offering, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Vertical, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Country, 2019 - 2031, Value (USD Bn)
  - Germany
  - U.K.
  - Spain
  - France
  - Italy
  - Russia
  - Rest of Europe
Asia Pacific
- Introduction
- Market Size and Forecast, By Application, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Offering, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Vertical, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Country, 2019 - 2031, Value (USD Bn)
  - China
  - India
  - Japan
  - Australia
  - South Korea
  - ASEAN
  - Rest of Asia Pacific
Middle East
- Introduction
- Market Size and Forecast, By Application, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Offering, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Vertical, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Country, 2019 - 2031, Value (USD Bn)
  - GCC Countries
  - Israel
  - Rest of Middle East
Africa
- Introduction
- Market Size and Forecast, By Application, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Offering, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Vertical, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Country, 2019 - 2031, Value (USD Bn)
  - South Africa
  - North Africa
  - Central Africa

8. Competitive Landscape

IBM
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Oracle
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Microsoft
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
ServiceNow
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Google
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Baidu
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Alteryx
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Salesforce
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
ai
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Dataiku
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Alibaba Cloud
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Akkio
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
dotData
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
SparkCognition
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Mathworks