封面
市场调查报告书
商品编码
1233094

AI 训练数据集市场规模、份额、趋势分析报告、按类型(文本、图像/视频、音频)、按行业(IT、汽车、政府、医疗保健、BFSI)、按地区、按细分市场预测,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个工作天内

价格

AI 训练数据集市场的增长和趋势

Grand View Research, Inc. 的最新报告显示,到 2030 年,全球 AI 训练数据集市场规模将达到 86.1 亿美元,2023 年至 2030 年将增长 22.1%,预计将扩大复合年增长率。

人工智能技术正在蓬勃发展,随着组织转向自动化,对该技术的需求也在增加。 这项技术正在为营销、医疗保健、物流和运输等各个行业的垂直整合带来前所未有的进步。 将技术集成到组织的多个运营中的好处超过其成本,从而推动采用。

人工智能技术的迅速普及极大地增加了对训练数据集的需求。 为了提高人工智能技术的通用性和预测准确性,许多公司通过发布适用于各种用例的各种数据集来进入市场,以训练机器学习算法。 这些因素对市场的增长做出了重大贡献。 谷歌、微软、苹果公司和亚马逊等知名市场进入者专注于开发各种人工智能训练数据集。 例如,2021 年 9 月,亚马逊宣布了一个新的常识对话数据集,以支持对开放域对话的研究。

加速 AI 技术的发展和培养新的高质量数据集以获得准确结果等因素正在推动市场的增长。 例如,2019 年 1 月,科技公司 IBM 公司宣布发布了包含 100 万张面部图像的新数据集。 该数据集的发布是为了让开发人员能够在不同的数据集上训练人工智能技术支持的面部识别系统。 该数据集将使我们能够提高人脸识别的准确性。 例如,2021 年 5 月,IBM 宣布了一个名为 CodeNet 的新数据集,其中包含 1400 万个示例集,用于开发机器学习模型以帮助完成编程任务。

AI 训练数据集市场报告亮点

  • 越来越多地为机器学习算法的无监督和监督训练创建合成训练数据,这推动了组织特异性数据集的采用,从而促进了市场的增长。
  • 图像/视频领域将呈现高增长率,预计在预测期内復合年增长率将达到 25% 左右。
  • 由于 AI 技术的大量采用,预计亚太地区在预测期内将实现显着增长。

内容

第一章调查方法及范围

  • 市场细分和范围
  • 市场定义
  • 信息采购
  • 信息分析
  • 市场形成和数据可视化
    • 二手信息和第三方观点
    • 初步调查
  • 调查范围和假设

第 2 章执行摘要

  • 市场展望
  • 按细分市场预测
    • 类型
    • 垂直

第 3 章 AI 训练数据集的市场变量、趋势和范围

  • 市场细分和范围
  • AI 训练数据集市场渗透率和增长前景
  • AI 训练数据集 - 流程和价值链分析
  • 市场动态
    • 市场驱动力
      • 人工智能和机器学习的快速发展
      • 扩大训练数据集在不同行业的应用
    • 市场製约因素
      • 发展中地区缺乏技术采用
  • 行业分析 - 波特五力模型
    • 供应商实力:低
    • 买家的议价能力
    • 替代威胁
    • 来自新进入者的威胁
    • 竞争公司之间的敌对关係
  • AI 训练数据集 - PEST 分析
    • 政治
    • 经济的
    • 社交
    • 技术

第 4 章 AI 训练数据集:类型估计和趋势分析

  • AI 训练数据集市场:类型变化分析,2022 年和 2030 年
    • 正文
    • 图片和视频
    • 音频

第 5 章 AI 训练数据集:垂直估计和趋势分析

  • AI 训练数据集市场:垂直变化分析,2022 年和 2030 年
    • 汽车
    • 政府
    • 医疗保健
    • BFSI
    • 零售和电子商务
    • 其他

第 6 章 AI 训练数据集:区域估计和趋势分析

  • 2022 年和 2030 年各地区 AI 训练数据集的市场份额
  • 北美
    • 美国
    • 加拿大
    • 墨西哥
  • 欧洲
    • 德国
    • 英国
    • 法国
  • 亚太地区
    • 中国
    • 日本
    • 印度
  • 南美洲
    • 南美 AI 训练数据集市场:要点
    • 巴西
  • 多边环境协定
    • MEA AI 训练数据集市场:要点

第七章竞争格局

  • 谷歌有限责任公司(Kaggle)
    • 公司概况
    • 财务业绩
    • 产品基准
    • 最近的发展
  • 澳鹏有限公司
    • 公司概况
    • 财务业绩
    • 产品基准
    • 最近的发展
  • 我思科技有限责任公司
    • 公司概况
    • 财务业绩
    • 产品基准
    • 最近的发展
  • Lionbridge 技术公司
    • 公司概况
    • 财务业绩
    • 产品基准
    • 最近的发展
  • 亚马逊网络服务公司
    • 公司概况
    • 产品基准
    • 最近的发展
  • 微软公司
    • 公司概况
    • 财务业绩
    • 产品基准
    • 最近的发展
  • Scale AI, Inc.
    • 公司概况
    • 财务业绩
    • 产品基准
    • 最近的发展
  • Samasource Inc.
    • 公司概况
    • 财务业绩
    • 产品基准
    • 最近的发展
  • 军团
    • 公司概况
    • 财务业绩
    • 产品基准
    • 最近的发展
  • 深度视觉数据
    • 公司简介
    • 产品基准
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