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封面
市場調查報告書
商品編碼
1233094

AI 訓練數據集市場規模、份額、趨勢分析報告、按類型（文本、圖像/視頻、音頻）、按行業（IT、汽車、政府、醫療保健、BFSI）、按地區、按細分市場預測，2023 ～ 2030 年

AI Training Dataset Market Size, Share and Trends Analysis Report, By Type (Text, Image/Video, Audio), By Vertical (IT, Automotive, Government, Healthcare, BFSI), By Regions, And Segment Forecasts, 2023 - 2030
出版日期: | 出版商: Grand View Research | 英文 100 Pages | 商品交期: 2-10個工作天內

價格

AI 訓練數據集市場的增長和趨勢

Grand View Research, Inc. 的最新報告顯示，到 2030 年，全球 AI 訓練數據集市場規模將達到 86.1 億美元，2023 年至 2030 年將增長 22.1%，預計將擴大複合年增長率。

人工智能技術正在蓬勃發展，隨著組織轉向自動化，對該技術的需求也在增加。 這項技術正在為營銷、醫療保健、物流和運輸等各個行業的垂直整合帶來前所未有的進步。 將技術集成到組織的多個運營中的好處超過其成本，從而推動採用。

人工智能技術的迅速普及極大地增加了對訓練數據集的需求。 為了提高人工智能技術的通用性和預測準確性，許多公司通過發布適用於各種用例的各種數據集來進入市場，以訓練機器學習算法。 這些因素對市場的增長做出了重大貢獻。 谷歌、微軟、蘋果公司和亞馬遜等知名市場進入者專注於開發各種人工智能訓練數據集。 例如，2021 年 9 月，亞馬遜宣布了一個新的常識對話數據集，以支持對開放域對話的研究。

加速 AI 技術的發展和培養新的高質量數據集以獲得準確結果等因素正在推動市場的增長。 例如，2019 年 1 月，科技公司 IBM 公司宣布發布了包含 100 萬張面部圖像的新數據集。 該數據集的發布是為了讓開發人員能夠在不同的數據集上訓練人工智能技術支持的面部識別系統。 該數據集將使我們能夠提高人臉識別的準確性。 例如，2021 年 5 月，IBM 宣布了一個名為 CodeNet 的新數據集，其中包含 1400 萬個示例集，用於開發機器學習模型以幫助完成編程任務。

AI 訓練數據集市場報告亮點

  • 越來越多地為機器學習算法的無監督和監督訓練創建合成訓練數據，這推動了組織特異性數據集的採用，從而促進了市場的增長。
  • 圖像/視頻領域將呈現高增長率，預計在預測期內復合年增長率將達到 25% 左右。
  • 由於 AI 技術的大量採用，預計亞太地區在預測期內將實現顯著增長。

內容

第一章調查方法及範圍

  • 市場細分和範圍
  • 市場定義
  • 信息採購
  • 信息分析
  • 市場形成和數據可視化
    • 二手信息和第三方觀點
    • 初步調查
  • 調查範圍和假設

第 2 章執行摘要

  • 市場展望
  • 按細分市場預測
    • 類型
    • 垂直

第 3 章 AI 訓練數據集的市場變量、趨勢和範圍

  • 市場細分和範圍
  • AI 訓練數據集市場滲透率和增長前景
  • AI 訓練數據集 - 流程和價值鏈分析
  • 市場動態
    • 市場驅動力
      • 人工智能和機器學習的快速發展
      • 擴大訓練數據集在不同行業的應用
    • 市場製約因素
      • 發展中地區缺乏技術採用
  • 行業分析 - 波特五力模型
    • 供應商實力：低
    • 買家的議價能力
    • 替代威脅
    • 來自新進入者的威脅
    • 競爭公司之間的敵對關係
  • AI 訓練數據集 - PEST 分析
    • 政治
    • 經濟的
    • 社交
    • 技術

第 4 章 AI 訓練數據集：類型估計和趨勢分析

  • AI 訓練數據集市場：類型變化分析，2022 年和 2030 年
    • 正文
    • 圖片和視頻
    • 音頻

第 5 章 AI 訓練數據集：垂直估計和趨勢分析

  • AI 訓練數據集市場：垂直變化分析，2022 年和 2030 年
    • 它
    • 汽車
    • 政府
    • 醫療保健
    • BFSI
    • 零售和電子商務
    • 其他

第 6 章 AI 訓練數據集：區域估計和趨勢分析

  • 2022 年和 2030 年各地區 AI 訓練數據集的市場份額
  • 北美
    • 美國
    • 加拿大
    • 墨西哥
  • 歐洲
    • 德國
    • 英國
    • 法國
  • 亞太地區
    • 中國
    • 日本
    • 印度
  • 南美洲
    • 南美 AI 訓練數據集市場：要點
    • 巴西
  • 多邊環境協定
    • MEA AI 訓練數據集市場：要點

第七章競爭格局

  • 谷歌有限責任公司（Kaggle）
    • 公司概況
    • 財務業績
    • 產品基準
    • 最近的發展
  • 澳鵬有限公司
    • 公司概況
    • 財務業績
    • 產品基準
    • 最近的發展
  • 我思科技有限責任公司
    • 公司概況
    • 財務業績
    • 產品基準
    • 最近的發展
  • Lionbridge 技術公司
    • 公司概況
    • 財務業績
    • 產品基準
    • 最近的發展
  • 亞馬遜網絡服務公司
    • 公司概況
    • 產品基準
    • 最近的發展
  • 微軟公司
    • 公司概況
    • 財務業績
    • 產品基準
    • 最近的發展
  • Scale AI, Inc.
    • 公司概況
    • 財務業績
    • 產品基準
    • 最近的發展
  • Samasource Inc.
    • 公司概況
    • 財務業績
    • 產品基準
    • 最近的發展
  • 軍團
    • 公司概況
    • 財務業績
    • 產品基準
    • 最近的發展
  • 深度視覺數據
    • 公司簡介
    • 產品基準
Product Code: GVR-4-68038-517-5

AI Training Dataset Market Growth & Trends:

The global AI training dataset market size is expected to reach USD 8.61 billion by 2030 and expand at a CAGR of 22.1% from 2023 to 2030, according to a new report by Grand View Research, Inc. Artificial intelligence technology is witnessing an upsurge and as organizations are transitioning towards automation, the demand for technology is rising. The technology has provided unprecedented advances across various industry verticals, including marketing, healthcare, logistics, transportation, and many others. The benefits of integrating the technology across multiple operations of the organizations have outweighed its costs, thereby driving adoption.

Due to the rapid adoption of artificial intelligence technology, the need for training datasets is rising exponentially. To make the technology more versatile and accurate with its predictions, many companies are entering the market by releasing various datasets operating across different use cases to train the machine learning algorithm. Such factors are substantially contributing to market growth. Prominent market participants such as Google, Microsoft, Apple Inc, and Amazon have been focusing on developing various AI training datasets. For instance, in September 2021, Amazon launched a new dataset of commonsense dialogue to aid research in open-domain conversation.

Factors such as the cultivation of new high-quality datasets to speed up the development of AI technology and deliver accurate results are driving market growth. For instance, in January 2019, IBM Corporation, a technology company, announced the release of a new dataset that comprises 1 million images of faces. This dataset was released to help developers train their face recognition systems supported by artificial intelligence technology with a diverse dataset. This dataset will allow them to increase the accuracy of face identification. For instance, in May 2021, IBM launched a new data set called CodeNet with 14 million sample sets to develop machine learning models that can help in programming tasks.

AI Training Dataset Market Report Highlights:

  • Increasing the creation of synthetic training data for unsupervised and supervised training of machine learning algorithms is driving the adoption of datasets by organizations thereby catalyzing the market growth.
  • The image/video segment is expected to portray a high growth rate, with a CAGR of approximately 25% over the projected period.
  • Asia Pacific regional market is expected to have significant growth over the forecast period, owing to the substantial adoption of AI technology.

Table of Contents

Chapter 1 Methodology and Scope

  • 1.1 Market Segmentation & Scope
  • 1.2 Market Definition
  • 1.3 Information Procurement
  • 1.4 Information Analysis
  • 1.5 Market formulation & data visualization
    • 1.5.1 Secondary sources & third-party perspectives
    • 1.5.2 Primary research
  • 1.6 Research Scope & Assumptions

Chapter 2 Executive Summary

  • 2.1 Market Outlook
  • 2.2 Segmental Outlook
    • 2.2.1 Type
    • 2.2.2 Vertical

Chapter 3 AI Training Dataset Market Variables, Trends & Scope

  • 3.1 Market Segmentation & Scope
  • 3.2 AI Training Dataset Market Penetration and Growth Prospects
  • 3.3 AI Training Dataset - Process Flow and Value Chain Analysis
  • 3.4 Market Dynamics
    • 3.4.1 Market Drivers
      • 3.4.1.1 Rapid growth of AI and machine learning
      • 3.4.1.2 Growing applications of training dataset across diversified industry verticals
    • 3.4.2 Market Restraints
      • 3.4.2.1 Lack of technological adoption in developing regions
  • 3.5 Industry Analysis - Porter's Five Forces
    • 3.5.1 Supplier Power: Low
    • 3.5.2 Buyer Power
    • 3.5.3 Substitution Threat
    • 3.5.4 Threat from new entrant
    • 3.5.5 Competitive rivalry
  • 3.6 AI Training Dataset - PEST Analysis
    • 3.6.1 Political
    • 3.6.2 Economic
    • 3.6.3 Social
    • 3.6.4 Technological

Chapter 4 AI Training Dataset: Type Estimates and Trend Analysis

  • 4.1 AI Training Dataset Market: Type Movement Analysis, 2022 & 2030
    • 4.1.1 Text
      • 4.1.1.1 Global Market Estimates and Forecasts, from 2017 to 2030 (USD Million)
    • 4.1.2 Image/Video
      • 4.1.2.1 Global Market Estimates and Forecasts, from 2017 to 2030 (USD Million)
    • 4.1.3 Audio
      • 4.1.3.1 Global Market Estimates and Forecasts, from 2017 to 2030 (USD Million)

Chapter 5 AI Training Dataset: Vertical Estimates and Trend Analysis

  • 5.1 AI Training Dataset Market: Vertical Movement Analysis, 2022 & 2030
    • 5.1.1 IT
      • 5.1.1.1 Global Market Estimates and Forecasts, from 2017 to 2030 (USD Million)
    • 5.1.2 Automotive
      • 5.1.2.1 Global Market Estimates and Forecasts, from 2017 to 2030 (USD Million)
    • 5.1.3 Government
      • 5.1.3.1 Global Market Estimates and Forecasts, from 2017 to 2030 (USD Million)
    • 5.1.4 Healthcare
      • 5.1.4.1 Global Market Estimates and Forecasts, from 2017 to 2030 (USD Million)
    • 5.1.5 BFSI
      • 5.1.5.1 Global Market Estimates and Forecasts, from 2017 to 2030 (USD Million)
    • 5.1.6 Retail & E-commerce
      • 5.1.6.1 Global Market Estimates and Forecasts, from 2017 to 2030 (USD Million)
    • 5.1.7 Others
      • 5.1.7.1 Global Market Estimates and Forecasts, from 2017 to 2030 (USD Million)

Chapter 6 AI Training Dataset: Regional Estimates & Trend Analysis

  • 6.1 AI training dataset market share by region, 2022 & 2030
  • 6.2 North America
    • 6.2.1 North America AI training dataset market, 2017 - 2030
      • 6.2.1.1 Market Estimates and Forecasts, by type from 2017 to 2030 (USD Million)
      • 6.2.1.2 Market Estimates and Forecasts, by vertical from 2017 to 2030 (USD Million)
    • 6.2.2 U.S.
      • 6.2.2.1 Market Estimates and Forecasts, by type from 2017 to 2030 (USD Million)
      • 6.2.2.2 Market Estimates and Forecasts, by vertical from 2017 to 2030 (USD Million)
    • 6.2.3 Canada
      • 6.2.3.1 Market Estimates and Forecasts, by type from 2017 to 2030 (USD Million)
      • 6.2.3.2 Market Estimates and Forecasts, by vertical from 2017 to 2030 (USD Million)
    • 6.2.4 Mexico
      • 6.2.4.1 Market Estimates and Forecasts, by type from 2017 to 2030 (USD Million)
      • 6.2.4.2 Market Estimates and Forecasts, by vertical from 2017 to 2030 (USD Million)
  • 6.3 Europe
    • 6.3.1 Europe AI training dataset market, 2017 - 2030
    • 6.3.2 Germany
      • 6.3.2.1 Market Estimates and Forecasts, by type from 2017 to 2030 (USD Million)
      • 6.3.2.2 Market Estimates and Forecasts, by vertical from 2017 to 2030 (USD Million)
    • 6.3.3 U.K.
      • 6.3.3.1 Market Estimates and Forecasts, by type from 2017 to 2030 (USD Million)
      • 6.3.3.2 Market Estimates and Forecasts, by vertical from 2017 to 2030 (USD Million)
    • 6.3.4 France
      • 6.3.4.1 Market Estimates and Forecasts, by type from 2017 to 2030 (USD Million)
      • 6.3.4.2 Market Estimates and Forecasts, by vertical from 2017 to 2030 (USD Million)
  • 6.5 Asia Pacific
    • 6.5.1 Asia Pacific AI training dataset market, 2017 - 2030
      • 6.5.1.1 Market Estimates and Forecasts, by type from 2017 to 2030 (USD Million)
      • 6.5.1.2 Market Estimates and Forecasts, by vertical from 2017 to 2030 (USD Million)
    • 6.5.2 China
      • 6.4.2.1 Market Estimates and Forecasts, by type from 2017 to 2030 (USD Million)
      • 6.4.2.2 Market Estimates and Forecasts, by vertical from 2017 to 2030 (USD Million)
    • 6.4.4 Japan
      • 6.4.4.1 Market Estimates and Forecasts, by type from 2017 to 2030 (USD Million)
      • 6.4.4.2 Market Estimates and Forecasts, by vertical from 2017 to 2030 (USD Million)
    • 6.4.5 India
      • 6.4.5.1 Market Estimates and Forecasts, by type from 2017 to 2030 (USD Million)
      • 6.4.5.2 Market Estimates and Forecasts, by vertical from 2017 to 2030 (USD Million)
  • 6.5 South America
    • 6.5.1 South America AI training dataset marketplace: Key takeaways
    • 6.5.2 South America AI training dataset market, 2017 - 2030
    • 6.5.3 Brazil
      • 6.5.3.1 Market Estimates and Forecasts, by type from 2017 to 2030 (USD Million)
      • 6.5.3.2 Market Estimates and Forecasts, by vertical from 2017 to 2030 (USD Million)
  • 6.6 MEA
    • 6.6.1 MEA AI training dataset marketplace: Key takeaways
    • 6.6.2 MEA AI training dataset market, 2017 - 2030
      • 6.6.2.1 Market Estimates and Forecasts, by type from 2017 to 2030 (USD Million)
      • 6.6.2.2 Market Estimates and Forecasts, by vertical from 2017 to 2030 (USD Million)

Chapter 7 Competitive Landscape

  • 7.1 Google, LLC (Kaggle)
    • 7.1.1 Company overview
    • 7.2.2 Financial performance
    • 7.2.3 Product benchmarking
    • 7.2.4 Recent developments
  • 7.2 Appen Limited
    • 7.2.1 Company overview
    • 7.2.2 Financial performance
    • 7.2.3 Product benchmarking
    • 7.2.4 Recent developments
  • 7.3 Cogito Tech LLC
    • 7.3.1 Company overview
    • 7.3.2 Financial performance
    • 7.3.3 Product benchmarking
    • 7.3.4 Recent developments
  • 7.4 Lionbridge Technologies, Inc.
    • 7.4.1 Company overview
    • 7.4.2 Financial performance
    • 7.4.3 Product benchmarking
    • 7.4.4 Recent developments
  • 7.5 Amazon Web Services, Inc.
    • 7.5.1 Company overview
    • 7.5.2 Product benchmarking
    • 7.5.3 Recent developments
  • 7.6 Microsoft Corporation
    • 7.6.1 Company overview
    • 7.6.2 Financial performance
    • 7.6.3 Product benchmarking
    • 7.6.4 Recent developments
  • 7.7 Scale AI, Inc.
    • 7.7.1 Company overview
    • 7.7.2 Financial performance
    • 7.7.3 Product benchmarking
    • 7.7.4 Recent developments
  • 7.8 Samasource Inc.
    • 7.8.1 Company overview
    • 7.8.2 Financial performance
    • 7.8.3 Product benchmarking
    • 7.8.4 Recent developments
  • 7.9 Alegion
    • 7.9.1 Company overview
    • 7.9.2 Financial performance
    • 7.9.3 Product benchmarking
    • 7.9.4 Recent developments
  • 7.10 Deep Vision Data
    • 7.10.1 Company overview
    • 7.10.2 Product benchmarking

List of Tables

  • TABLE 1 AI Training Dataset Market Outlook
  • TABLE 2 Global AI training dataset market, 2017 - 2030 (USD Million)
  • TABLE 3 Global AI training dataset market by region, 2017 - 2030 (USD Million)
  • TABLE 4 Global AI training dataset market by type, 2017 - 2030 (USD Million)
  • TABLE 5 Global AI training dataset market by vertical, 2017 - 2030 (USD Million)
  • TABLE 6 AI training dataset - Key market driver impact
  • TABLE 7 AI training dataset - Key market restraint impact
  • TABLE 8 List of key market players
  • TABLE 9 Global text AI training dataset market by region, 2017 - 2030 (USD Million)
  • TABLE 10 Global image/video AI training dataset market by region, 2017 - 2030 (USD Million)
  • TABLE 11 Global audio AI training dataset market by region, 2017 - 2030 (USD Million)
  • TABLE 12 Global healthcare AI training dataset market by region, 2017 - 2030 (USD Million)
  • TABLE 13 Global BFSI AI training dataset market by region, 2017 - 2030 (USD Million)
  • TABLE 14 Global IT AI training dataset market by region, 2017 - 2030 (USD Million)
  • TABLE 15 Global retail & e-commerce AI training dataset market by region, 2017 - 2030 (USD Million)
  • TABLE 16 Global automotive & transportation AI training dataset market by region, 2017 - 2030 (USD Million)
  • TABLE 17 Global others AI training dataset market by region, 2017 - 2030 (USD Million)
  • TABLE 18 North America AI training dataset market, 2017 - 2030 (USD Million)
  • TABLE 19 North America AI training dataset market by type, 2017 - 2030 (USD Million)
  • TABLE 20 North America AI training dataset market by vertical, 2017 - 2030 (USD Million)
  • TABLE 21 U.S. AI training dataset market by type, 2017 - 2030 (USD Million)
  • TABLE 22 U.S. AI training dataset market by vertical, 2017 - 2030 (USD Million)
  • TABLE 23 Canada AI training dataset market by type, 2017 - 2030 (USD Million)
  • TABLE 24 Canada AI training dataset market by vertical, 2017 - 2030 (USD Million)
  • TABLE 25 Mexico AI training dataset market by type, 2017 - 2030 (USD Million)
  • TABLE 26 Mexico AI training dataset market by vertical, 2017 - 2030 (USD Million)
  • TABLE 27 Europe AI training dataset market, 2017 - 2030 (USD Million)
  • TABLE 28 Europe AI training dataset market by type, 2017 - 2030 (USD Million)
  • TABLE 29 Europe AI training dataset market by vertical, 2017 - 2030 (USD Million)
  • TABLE 30 Germany AI training dataset market by type, 2017 - 2030 (USD Million)
  • TABLE 31 Germany AI training dataset market by vertical, 2017 - 2030 (USD Million)
  • TABLE 32 U.K. AI training dataset market by type, 2017 - 2030 (USD Million)
  • TABLE 33 U.K. AI training dataset market by vertical, 2017 - 2030 (USD Million)
  • TABLE 34 France AI training dataset market by type, 2017 - 2030 (USD Million)
  • TABLE 35 France AI training dataset market by vertical, 2017 - 2030 (USD Million)
  • TABLE 36 Asia Pacific AI training dataset market by type, 2017 - 2030 (USD Million)
  • TABLE 37 Asia Pacific AI training dataset market by vertical, 2017 - 2030 (USD Million)
  • TABLE 38 China AI training dataset market by type, 2017 - 2030 (USD Million)
  • TABLE 39 China AI training dataset market by vertical, 2017 - 2030 (USD Million)
  • TABLE 40 Japan AI training dataset market by type, 2017 - 2030 (USD Million)
  • TABLE 41 Japan AI training dataset market by vertical, 2017 - 2030 (USD Million)
  • TABLE 42 India AI training dataset market by type, 2017 - 2030 (USD Million)
  • TABLE 43 India AI training dataset market by vertical, 2017 - 2030 (USD Million)
  • TABLE 44 South America AI training dataset market, 2017 - 2030 (USD Million)
  • TABLE 45 South America AI training dataset market by type, 2017 - 2030 (USD Million)
  • TABLE 46 South America AI training dataset market by vertical, 2017 - 2030 (USD Million)
  • TABLE 47 Brazil AI training dataset market by type, 2017 - 2030 (USD Million)
  • TABLE 48 Brazil AI training dataset market by vertical, 2017 - 2030 (USD Million)
  • TABLE 49 MEA AI training dataset market, 2017 - 2030 (USD Million)
  • TABLE 50 MEA AI training dataset market by type, 2017 - 2030 (USD Million)
  • TABLE 51 MEA AI training dataset market by vertical, 2017 - 2030 (USD Million)

List of Figures

  • FIG. 1 Market segmentation & scope
  • FIG. 2 Research process
  • FIG. 3 Market Formulation
  • FIG. 4 AI training dataset market size and growth prospects (USD Million)
  • FIG. 5 AI training dataset market penetration mapping, 2030
  • FIG. 6 AI training dataset - Value chain analysis
  • FIG. 7 Market dynamics
  • FIG. 8 AI training dataset - Key company analysis, 2022
  • FIG. 9 AI training dataset market: Type movement analysis
  • FIG. 10 AI training dataset market: Vertical movement analysis
  • FIG. 11 Regional outlook, 2022 & 2030
  • FIG. 12 North America marketplace: Key takeaways
  • FIG. 13 Europe AI training dataset marketplace: Key takeaways
  • FIG. 14 Asia Pacific AI training dataset marketplace: Key takeaways
  • FIG. 15 South America AI training dataset marketplace: Key takeaways
  • FIG. 16 MEA AI training dataset marketplace: Key takeaways