한글목차

기계학습(ML) 시장은 2023-20281년에 1,629억 3,740만 달러, 예측 기간 중 CAGR은 67.63%로 성장할 것으로 예측됩니다.

기계학습(ML) 시장의 전체적인 분석, 시장 규모·예측, 동향, 성장 촉진요인, 과제, 약 25개 벤더를 다룬 벤더 분석 등을 제공합니다.

현재의 시장 시나리오, 최신 동향과 촉진요인, 시장 환경 전체에 관한 최신 분석을 제공하고 있습니다. 시장은 클라우드 기반 오퍼링의 채택 증가, 고객경험관리에서 기계학습의 이용 증가, 예측 분석에서 기계학습의 이용 증가가 촉진하고 있습니다.

본 조사에서는 향후 수년간 기계학습(ML) 시장 성장을 촉진하는 주요인의 하나로 IoT 데이터에 대한 기계학습의 응용을 들고 있습니다. 또한 소매업계에서 기술 투자의 증가, 인수 및 파트너십의 증가가 시장의 큰 수요로 연결됩니다.

목차

제1장 주요 요약

• 시장 개요

제2장 시장 구도

• 시장 에코시스템
• 시장의 특징
• 밸류체인 분석

제3장 시장 규모의 평가

• 시장의 정의
• 시장 부문 분석
• 시장 규모 2023
• 시장 전망 2023-2028

제4장 시장 규모 실적

• 세계의 기계학습(ML) 시장 2018-2022
• 최종사용자별 부문 분석 2018-2022
• 도입별 부문 분석 2018-2022
• 지역별 부문 분석 2018-2022
• 국가별 부문 분석 2018-2022

제5장 Five forces 분석

• Five Forces 요약
• 구매자의 교섭력
• 공급 기업의 교섭력
• 신규 진출업체의 위협
• 대체품의 위협
• 경쟁의 위협
• 시장 현황

제6장 시장 세분화 : 최종사용자별

• 시장 세분화
• 비교 : 최종사용자별
• BFSI : 시장 규모와 예측 2023-2028
• 소매 : 시장 규모와 예측 2023-2028
• 통신 : 시장 규모와 예측 2023-2028
• 헬스케어 : 시장 규모와 예측 2023-2028
• 기타 : 시장 규모와 예측 2023-2028
• 시장 기회 : 최종사용자별

제7장 시장 세분화 : 도입별

• 시장 세분화
• 비교 : 도입별
• 클라우드 기반 : 시장 규모와 예측 2023-2028
• 온프레미스 : 시장 규모와 예측 2023-2028
• 시장 기회 : 도입별

제8장 고객 상황

• 고객 상황의 개요

제9장 지역별 상황

• 지역별 세분화
• 지역별 비교
• 북미 : 시장 규모와 예측 2023-2028
• 유럽 : 시장 규모와 예측 2023-2028
• 아시아태평양 : 시장 규모와 예측 2023-2028
• 중동 및 아프리카 : 시장 규모와 예측 2023-2028
• 남미 : 시장 규모와 예측 2023-2028
• 미국 : 시장 규모와 예측 2023-2028
• 중국 : 시장 규모와 예측 2023-2028
• 영국 : 시장 규모와 예측 2023-2028
• 독일 : 시장 규모와 예측 2023-2028
• 일본 : 시장 규모와 예측 2023-2028
• 시장 기회 : 지역 상황별

제10장 촉진요인·과제·기회·억제요인

• 시장 촉진요인
• 시장이 해결해야 할 과제
• 촉진요인과 과제의 영향
• 시장의 기회·억제요인

제11장 경쟁 구도

• 개요
• 경쟁 구도
• 혼란의 상황
• 업계의 리스크

제12장 경쟁 분석

• 기업 개요
• 기업의 시장 포지셔닝
• Alibaba Group Holding Ltd.
• Alphabet Inc.
• Amazon.com Inc.
• BigML Inc.
• Cisco Systems Inc.
• Fair Isaac Corp.
• H2O.ai Inc.
• Hewlett Packard Enterprise Co.
• Iflowsoft Solutions Inc.
• Intel Corp.
• International Business Machines Corp.
• Microsoft Corp.
• Salesforce Inc.
• SAP SE
• SAS Institute Inc.

제13장 부록

영문목차

The machine learning (ml) market is forecasted to grow by USD 162937.4 mn during 2023-2028, accelerating at a CAGR of 67.63% during the forecast period. The report on the machine learning (ml) market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.

The report offers an up-to-date analysis regarding the current market scenario, the latest trends and drivers, and the overall market environment. The market is driven by increasing adoption of cloud-based offerings, increasing use of machine learning in customer experience management, and increasing use of machine learning in predictive analytics.

Technavio's machine learning (ml) market is segmented as below:

ByEnd-user

• BFSI
• Retail
• Telecommunications
• Healthcare
• Others

ByDeployment

• Cloud-based
• On-premises

ByGeography

• North America
• Europe
• APAC
• Middle East and Africa
• South America

This study identifies the application of machine learning to iot data as one of the prime reasons driving the machine learning (ml) market growth during the next few years. Also, increasing technology investments in retail industry and growing number of acquisitions and partnerships will lead to sizable demand in the market.

The report on the machine learning (ml) market covers the following areas:

• Machine learning (ml) market sizing
• Machine learning (ml) market forecast
• Machine learning (ml) market industry analysis

The robust vendor analysis is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading machine learning (ml) market vendors that include Alibaba Group Holding Ltd., Alphabet Inc., Altair Engineering Inc., Alteryx Inc., Amazon.com Inc., BigML Inc., Cisco Systems Inc., Fair Isaac Corp., H2O.ai Inc., Hewlett Packard Enterprise Co., Iflowsoft Solutions Inc., Intel Corp., International Business Machines Corp., Microsoft Corp., Netguru S.A, Salesforce Inc., SAP SE, SAS Institute Inc., TIBCO Software Inc., and Yottamine Analytics LLC. Also, the machine learning (ml) market analysis report includes information on upcoming trends and challenges that will influence market growth. This is to help companies strategize and leverage all forthcoming growth opportunities.

The study was conducted using an objective combination of primary and secondary information including inputs from key participants in the industry. The report contains a comprehensive market and vendor landscape in addition to an analysis of the key vendors.

The publisher presents a detailed picture of the market by the way of study, synthesis, and summation of data from multiple sources by an analysis of key parameters such as profit, pricing, competition, and promotions. It presents various market facets by identifying the key industry influencers. The data presented is comprehensive, reliable, and a result of extensive research - both primary and secondary. The market research reports provide a complete competitive landscape and an in-depth vendor selection methodology and analysis using qualitative and quantitative research to forecast the accurate market growth.

Table of Contents

1 Executive Summary

• 1.1 Market overview
  • Executive Summary - Chart on Market Overview
  • Executive Summary - Data Table on Market Overview
  • Executive Summary - Chart on Global Market Characteristics
  • Executive Summary - Chart on Market By Geographical Landscape
  • Executive Summary - Chart on Market Segmentation by End-user
  • Executive Summary - Chart on Market Segmentation by Deployment
  • Executive Summary - Chart on Incremental Growth
  • Executive Summary - Data Table on Incremental Growth
  • Executive Summary - Chart on Company Market Positioning

2 Market Landscape

• 2.1 Market ecosystem
  • Parent Market
  • Data Table on - Parent Market
• 2.2 Market characteristics
  • Market characteristics analysis
• 2.3 Value chain analysis
  • Value Chain Analysis

3 Market Sizing

• 3.1 Market definition
  • Offerings of companies included in the market definition
• 3.2 Market segment analysis
  • Market segments
• 3.3 Market size 2023
• 3.4 Market outlook: Forecast for 2023-2028
  • Chart on Global - Market size and forecast 2023-2028 ($ million)
  • Data Table on Global - Market size and forecast 2023-2028 ($ million)
  • Chart on Global Market: Year-over-year growth 2023-2028 (%)
  • Data Table on Global Market: Year-over-year growth 2023-2028 (%)

4 Historic Market Size

• 4.1 Global Machine Learning (ML) Market 2018 - 2022
  • Historic Market Size - Data Table on Global Machine Learning (ML) Market 2018 - 2022 ($ million)
• 4.2 End-user segment analysis 2018 - 2022
  • Historic Market Size - End-user Segment 2018 - 2022 ($ million)
• 4.3 Deployment segment analysis 2018 - 2022
  • Historic Market Size - Deployment Segment 2018 - 2022 ($ million)
• 4.4 Geography segment analysis 2018 - 2022
  • Historic Market Size - Geography Segment 2018 - 2022 ($ million)
• 4.5 Country segment analysis 2018 - 2022
  • Historic Market Size - Country Segment 2018 - 2022 ($ million)

5 Five Forces Analysis

• 5.1 Five forces summary
  • Five forces analysis - Comparison between 2023 and 2028
• 5.2 Bargaining power of buyers
  • Bargaining power of buyers - Impact of key factors 2023 and 2028
• 5.3 Bargaining power of suppliers
  • Bargaining power of suppliers - Impact of key factors in 2023 and 2028
• 5.4 Threat of new entrants
  • Threat of new entrants - Impact of key factors in 2023 and 2028
• 5.5 Threat of substitutes
  • Threat of substitutes - Impact of key factors in 2023 and 2028
• 5.6 Threat of rivalry
  • Threat of rivalry - Impact of key factors in 2023 and 2028
• 5.7 Market condition
  • Chart on Market condition - Five forces 2023 and 2028

6 Market Segmentation by End-user

• 6.1 Market segments
  • Chart on End-user - Market share 2023-2028 (%)
  • Data Table on End-user - Market share 2023-2028 (%)
• 6.2 Comparison by End-user
  • Chart on Comparison by End-user
  • Data Table on Comparison by End-user
• 6.3 BFSI - Market size and forecast 2023-2028
  • Chart on BFSI - Market size and forecast 2023-2028 ($ million)
  • Data Table on BFSI - Market size and forecast 2023-2028 ($ million)
  • Chart on BFSI - Year-over-year growth 2023-2028 (%)
  • Data Table on BFSI - Year-over-year growth 2023-2028 (%)
• 6.4 Retail - Market size and forecast 2023-2028
  • Chart on Retail - Market size and forecast 2023-2028 ($ million)
  • Data Table on Retail - Market size and forecast 2023-2028 ($ million)
  • Chart on Retail - Year-over-year growth 2023-2028 (%)
  • Data Table on Retail - Year-over-year growth 2023-2028 (%)
• 6.5 Telecommunications - Market size and forecast 2023-2028
  • Chart on Telecommunications - Market size and forecast 2023-2028 ($ million)
  • Data Table on Telecommunications - Market size and forecast 2023-2028 ($ million)
  • Chart on Telecommunications - Year-over-year growth 2023-2028 (%)
  • Data Table on Telecommunications - Year-over-year growth 2023-2028 (%)
• 6.6 Healthcare - Market size and forecast 2023-2028
  • Chart on Healthcare - Market size and forecast 2023-2028 ($ million)
  • Data Table on Healthcare - Market size and forecast 2023-2028 ($ million)
  • Chart on Healthcare - Year-over-year growth 2023-2028 (%)
  • Data Table on Healthcare - Year-over-year growth 2023-2028 (%)
• 6.7 Others - Market size and forecast 2023-2028
  • Chart on Others - Market size and forecast 2023-2028 ($ million)
  • Data Table on Others - Market size and forecast 2023-2028 ($ million)
  • Chart on Others - Year-over-year growth 2023-2028 (%)
  • Data Table on Others - Year-over-year growth 2023-2028 (%)
• 6.8 Market opportunity by End-user
  • Market opportunity by End-user ($ million)
  • Data Table on Market opportunity by End-user ($ million)

7 Market Segmentation by Deployment

• 7.1 Market segments
  • Chart on Deployment - Market share 2023-2028 (%)
  • Data Table on Deployment - Market share 2023-2028 (%)
• 7.2 Comparison by Deployment
  • Chart on Comparison by Deployment
  • Data Table on Comparison by Deployment
• 7.3 Cloud-based - Market size and forecast 2023-2028
  • Chart on Cloud-based - Market size and forecast 2023-2028 ($ million)
  • Data Table on Cloud-based - Market size and forecast 2023-2028 ($ million)
  • Chart on Cloud-based - Year-over-year growth 2023-2028 (%)
  • Data Table on Cloud-based - Year-over-year growth 2023-2028 (%)
• 7.4 On-premises - Market size and forecast 2023-2028
  • Chart on On-premises - Market size and forecast 2023-2028 ($ million)
  • Data Table on On-premises - Market size and forecast 2023-2028 ($ million)
  • Chart on On-premises - Year-over-year growth 2023-2028 (%)
  • Data Table on On-premises - Year-over-year growth 2023-2028 (%)
• 7.5 Market opportunity by Deployment
  • Market opportunity by Deployment ($ million)
  • Data Table on Market opportunity by Deployment ($ million)

8 Customer Landscape

• 8.1 Customer landscape overview
  • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria

9 Geographic Landscape

• 9.1 Geographic segmentation
  • Chart on Market share By Geographical Landscape 2023-2028 (%)
  • Data Table on Market share By Geographical Landscape 2023-2028 (%)
• 9.2 Geographic comparison
  • Chart on Geographic comparison
  • Data Table on Geographic comparison
• 9.3 North America - Market size and forecast 2023-2028
  • Chart on North America - Market size and forecast 2023-2028 ($ million)
  • Data Table on North America - Market size and forecast 2023-2028 ($ million)
  • Chart on North America - Year-over-year growth 2023-2028 (%)
  • Data Table on North America - Year-over-year growth 2023-2028 (%)
• 9.4 Europe - Market size and forecast 2023-2028
  • Chart on Europe - Market size and forecast 2023-2028 ($ million)
  • Data Table on Europe - Market size and forecast 2023-2028 ($ million)
  • Chart on Europe - Year-over-year growth 2023-2028 (%)
  • Data Table on Europe - Year-over-year growth 2023-2028 (%)
• 9.5 APAC - Market size and forecast 2023-2028
  • Chart on APAC - Market size and forecast 2023-2028 ($ million)
  • Data Table on APAC - Market size and forecast 2023-2028 ($ million)
  • Chart on APAC - Year-over-year growth 2023-2028 (%)
  • Data Table on APAC - Year-over-year growth 2023-2028 (%)
• 9.6 Middle East and Africa - Market size and forecast 2023-2028
  • Chart on Middle East and Africa - Market size and forecast 2023-2028 ($ million)
  • Data Table on Middle East and Africa - Market size and forecast 2023-2028 ($ million)
  • Chart on Middle East and Africa - Year-over-year growth 2023-2028 (%)
  • Data Table on Middle East and Africa - Year-over-year growth 2023-2028 (%)
• 9.7 South America - Market size and forecast 2023-2028
  • Chart on South America - Market size and forecast 2023-2028 ($ million)
  • Data Table on South America - Market size and forecast 2023-2028 ($ million)
  • Chart on South America - Year-over-year growth 2023-2028 (%)
  • Data Table on South America - Year-over-year growth 2023-2028 (%)
• 9.8 US - Market size and forecast 2023-2028
  • Chart on US - Market size and forecast 2023-2028 ($ million)
  • Data Table on US - Market size and forecast 2023-2028 ($ million)
  • Chart on US - Year-over-year growth 2023-2028 (%)
  • Data Table on US - Year-over-year growth 2023-2028 (%)
• 9.9 China - Market size and forecast 2023-2028
  • Chart on China - Market size and forecast 2023-2028 ($ million)
  • Data Table on China - Market size and forecast 2023-2028 ($ million)
  • Chart on China - Year-over-year growth 2023-2028 (%)
  • Data Table on China - Year-over-year growth 2023-2028 (%)
• 9.10 UK - Market size and forecast 2023-2028
  • Chart on UK - Market size and forecast 2023-2028 ($ million)
  • Data Table on UK - Market size and forecast 2023-2028 ($ million)
  • Chart on UK - Year-over-year growth 2023-2028 (%)
  • Data Table on UK - Year-over-year growth 2023-2028 (%)
• 9.11 Germany - Market size and forecast 2023-2028
  • Chart on Germany - Market size and forecast 2023-2028 ($ million)
  • Data Table on Germany - Market size and forecast 2023-2028 ($ million)
  • Chart on Germany - Year-over-year growth 2023-2028 (%)
  • Data Table on Germany - Year-over-year growth 2023-2028 (%)
• 9.12 Japan - Market size and forecast 2023-2028
  • Chart on Japan - Market size and forecast 2023-2028 ($ million)
  • Data Table on Japan - Market size and forecast 2023-2028 ($ million)
  • Chart on Japan - Year-over-year growth 2023-2028 (%)
  • Data Table on Japan - Year-over-year growth 2023-2028 (%)
• 9.13 Market opportunity By Geographical Landscape
  • Market opportunity By Geographical Landscape ($ million)
  • Data Tables on Market opportunity By Geographical Landscape ($ million)

10 Drivers, Challenges, and Opportunity/Restraints

• 10.1 Market drivers
• 10.2 Market challenges
• 10.3 Impact of drivers and challenges
  • Impact of drivers and challenges in 2023 and 2028
• 10.4 Market opportunities/restraints

11 Competitive Landscape

• 11.1 Overview
• 11.2 Competitive Landscape
  • Overview on criticality of inputs and factors of differentiation
• 11.3 Landscape disruption
  • Overview on factors of disruption
• 11.4 Industry risks
  • Impact of key risks on business

12 Competitive Analysis

• 12.1 Companies profiled
  • Companies covered
• 12.2 Market positioning of companies
  • Matrix on companies position and classification
• 12.3 Alibaba Group Holding Ltd.
  • Alibaba Group Holding Ltd. - Overview
  • Alibaba Group Holding Ltd. - Business segments
  • Alibaba Group Holding Ltd. - Key news
  • Alibaba Group Holding Ltd. - Key offerings
  • Alibaba Group Holding Ltd. - Segment focus
• 12.4 Alphabet Inc.
  • Alphabet Inc. - Overview
  • Alphabet Inc. - Business segments
  • Alphabet Inc. - Key offerings
  • Alphabet Inc. - Segment focus
• 12.5 Amazon.com Inc.
  • Amazon.com Inc. - Overview
  • Amazon.com Inc. - Business segments
  • Amazon.com Inc. - Key news
  • Amazon.com Inc. - Key offerings
  • Amazon.com Inc. - Segment focus
• 12.6 BigML Inc.
  • BigML Inc. - Overview
  • BigML Inc. - Product / Service
  • BigML Inc. - Key offerings
• 12.7 Cisco Systems Inc.
  • Cisco Systems Inc. - Overview
  • Cisco Systems Inc. - Business segments
  • Cisco Systems Inc. - Key news
  • Cisco Systems Inc. - Key offerings
  • Cisco Systems Inc. - Segment focus
• 12.8 Fair Isaac Corp.
  • Fair Isaac Corp. - Overview
  • Fair Isaac Corp. - Business segments
  • Fair Isaac Corp. - Key news
  • Fair Isaac Corp. - Key offerings
  • Fair Isaac Corp. - Segment focus
• 12.9 H2O.ai Inc.
  • H2O.ai Inc. - Overview
  • H2O.ai Inc. - Product / Service
  • H2O.ai Inc. - Key offerings
• 12.10 Hewlett Packard Enterprise Co.
  • Hewlett Packard Enterprise Co. - Overview
  • Hewlett Packard Enterprise Co. - Business segments
  • Hewlett Packard Enterprise Co. - Key news
  • Hewlett Packard Enterprise Co. - Key offerings
  • Hewlett Packard Enterprise Co. - Segment focus
• 12.11 Iflowsoft Solutions Inc.
  • Iflowsoft Solutions Inc. - Overview
  • Iflowsoft Solutions Inc. - Product / Service
  • Iflowsoft Solutions Inc. - Key offerings
• 12.12 Intel Corp.
  • Intel Corp. - Overview
  • Intel Corp. - Business segments
  • Intel Corp. - Key news
  • Intel Corp. - Key offerings
  • Intel Corp. - Segment focus
• 12.13 International Business Machines Corp.
  • International Business Machines Corp. - Overview
  • International Business Machines Corp. - Business segments
  • International Business Machines Corp. - Key news
  • International Business Machines Corp. - Key offerings
  • International Business Machines Corp. - Segment focus
• 12.14 Microsoft Corp.
  • Microsoft Corp. - Overview
  • Microsoft Corp. - Business segments
  • Microsoft Corp. - Key news
  • Microsoft Corp. - Key offerings
  • Microsoft Corp. - Segment focus
• 12.15 Salesforce Inc.
  • Salesforce Inc. - Overview
  • Salesforce Inc. - Product / Service
  • Salesforce Inc. - Key news
  • Salesforce Inc. - Key offerings
• 12.16 SAP SE
  • SAP SE - Overview
  • SAP SE - Business segments
  • SAP SE - Key news
  • SAP SE - Key offerings
  • SAP SE - Segment focus
• 12.17 SAS Institute Inc.
  • SAS Institute Inc. - Overview
  • SAS Institute Inc. - Product / Service
  • SAS Institute Inc. - Key news
  • SAS Institute Inc. - Key offerings

13 Appendix

• 13.1 Scope of the report
• 13.2 Inclusions and exclusions checklist
  • Inclusions checklist
  • Exclusions checklist
• 13.3 Currency conversion rates for US$
  • Currency conversion rates for US$
• 13.4 Research methodology
  • Research methodology
• 13.5 Data procurement
  • Information sources
• 13.6 Data validation
  • Data validation
• 13.7 Validation techniques employed for market sizing
  • Validation techniques employed for market sizing
• 13.8 Data synthesis
  • Data synthesis
• 13.9 360 degree market analysis
  • 360 degree market analysis
• 13.10 List of abbreviations
  • List of abbreviations