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The global machine learning software market is forecasted to grow by USD 14.21 billion during 2024-2029, accelerating at a CAGR of 18.3% during the forecast period. The report on the global machine learning software market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.Speak directly to the analyst to clarify any post sales queries you may have.
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 proliferation of big data and imperative for advanced analytics, ascendancy of cloud computing and scalable machine learning platforms, pervasive integration of artificial intelligence and quest for automation.
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 size data, segment with regional analysis and vendor landscape in addition to an analysis of the key companies. Reports have historic and forecast data.
The global machine learning software market is segmented as below:
By Deployment
- Cloud-based
- On-premises
- Hybrid
By Application
- Predictive analytics
- NLP
- Computer vision
- Anomaly detection
- Speech recognition
By End-User
- Information technology and telecommunications
- Finance
- Retail
- Manufacturing
- Others
By Region
- North America
- US
- Canada
- Mexico
- Europe
- UK
- Germany
- France
- Italy
- The Netherlands
- Spain
- APAC
- China
- Japan
- India
- South Korea
- Australia
- Indonesia
- Middle East and Africa
- Turkey
- South Africa
- UAE
- South America
- Brazil
- Argentina
- Colombia
- Rest of World (ROW)
The report on the global machine learning software market covers the following areas:
- Global machine learning software market sizing
- Global machine learning software market forecast
- Global machine learning software market industry analysis
The report 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 primary and secondary research. 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 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 Geography
- Executive Summary - Chart on Market Segmentation by Deployment
- Executive Summary - Chart on Market Segmentation by Application
- Executive Summary - Chart on Market Segmentation by End-user
- Executive Summary - Chart on Incremental Growth
- Executive Summary - Data Table on Incremental Growth
- Executive Summary - Chart on Company Market Positioning
2 Market Analysis
2.1 Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
- Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
- Chart on Overview on criticality of inputs and factors of differentiation
- Chart on Overview on factors of disruption
- Chart on Impact of drivers and challenges in 2024 and 2029
3 Market Landscape
3.1 Market ecosystem
- Chart on Parent Market
- Data Table on - Parent Market
- Chart on Market characteristics analysis
- Chart on Value chain analysis
4 Market Sizing
4.1 Market definition
4.4 Market outlook: Forecast for 2024-2029
- Data Table on Offerings of companies included in the market definition
- Market segments
4.4 Market outlook: Forecast for 2024-2029
- Chart on Global - Market size and forecast 2024-2029 ($ million)
- Data Table on Global - Market size and forecast 2024-2029 ($ million)
- Chart on Global Market: Year-over-year growth 2024-2029 (%)
- Data Table on Global Market: Year-over-year growth 2024-2029 (%)
5 Historic Market Size
5.1 Global Machine Learning Software Market 2019 - 2023
- Historic Market Size - Data Table on Global Machine Learning Software Market 2019 - 2023 ($ million)
- Historic Market Size - Deployment Segment 2019 - 2023 ($ million)
- Historic Market Size - Application Segment 2019 - 2023 ($ million)
- Historic Market Size - End-user Segment 2019 - 2023 ($ million)
- Historic Market Size - Geography Segment 2019 - 2023 ($ million)
- Historic Market Size - Country Segment 2019 - 2023 ($ million)
6 Five Forces Analysis
6.1 Five forces summary
- Five forces analysis - Comparison between 2024 and 2029
- Bargaining power of buyers - Impact of key factors 2024 and 2029
- Bargaining power of suppliers - Impact of key factors in 2024 and 2029
- Threat of new entrants - Impact of key factors in 2024 and 2029
- Threat of substitutes - Impact of key factors in 2024 and 2029
- Threat of rivalry - Impact of key factors in 2024 and 2029
- Chart on Market condition - Five forces 2024 and 2029
7 Market Segmentation by Deployment
7.1 Market segments
- Chart on Deployment - Market share 2024-2029 (%)
- Data Table on Deployment - Market share 2024-2029 (%)
- Chart on Comparison by Deployment
- Data Table on Comparison by Deployment
- Chart on Cloud-based - Market size and forecast 2024-2029 ($ million)
- Data Table on Cloud-based - Market size and forecast 2024-2029 ($ million)
- Chart on Cloud-based - Year-over-year growth 2024-2029 (%)
- Data Table on Cloud-based - Year-over-year growth 2024-2029 (%)
- Chart on On-premises - Market size and forecast 2024-2029 ($ million)
- Data Table on On-premises - Market size and forecast 2024-2029 ($ million)
- Chart on On-premises - Year-over-year growth 2024-2029 (%)
- Data Table on On-premises - Year-over-year growth 2024-2029 (%)
- Chart on Hybrid - Market size and forecast 2024-2029 ($ million)
- Data Table on Hybrid - Market size and forecast 2024-2029 ($ million)
- Chart on Hybrid - Year-over-year growth 2024-2029 (%)
- Data Table on Hybrid - Year-over-year growth 2024-2029 (%)
- Market opportunity by Deployment ($ million)
- Data Table on Market opportunity by Deployment ($ million)
8 Market Segmentation by Application
8.1 Market segments
- Chart on Application - Market share 2024-2029 (%)
- Data Table on Application - Market share 2024-2029 (%)
- Chart on Comparison by Application
- Data Table on Comparison by Application
- Chart on Predictive analytics - Market size and forecast 2024-2029 ($ million)
- Data Table on Predictive analytics - Market size and forecast 2024-2029 ($ million)
- Chart on Predictive analytics - Year-over-year growth 2024-2029 (%)
- Data Table on Predictive analytics - Year-over-year growth 2024-2029 (%)
- Chart on NLP - Market size and forecast 2024-2029 ($ million)
- Data Table on NLP - Market size and forecast 2024-2029 ($ million)
- Chart on NLP - Year-over-year growth 2024-2029 (%)
- Data Table on NLP - Year-over-year growth 2024-2029 (%)
- Chart on Computer vision - Market size and forecast 2024-2029 ($ million)
- Data Table on Computer vision - Market size and forecast 2024-2029 ($ million)
- Chart on Computer vision - Year-over-year growth 2024-2029 (%)
- Data Table on Computer vision - Year-over-year growth 2024-2029 (%)
- Chart on Anomaly detection - Market size and forecast 2024-2029 ($ million)
- Data Table on Anomaly detection - Market size and forecast 2024-2029 ($ million)
- Chart on Anomaly detection - Year-over-year growth 2024-2029 (%)
- Data Table on Anomaly detection - Year-over-year growth 2024-2029 (%)
- Chart on Speech recognition - Market size and forecast 2024-2029 ($ million)
- Data Table on Speech recognition - Market size and forecast 2024-2029 ($ million)
- Chart on Speech recognition - Year-over-year growth 2024-2029 (%)
- Data Table on Speech recognition - Year-over-year growth 2024-2029 (%)
- Market opportunity by Application ($ million)
- Data Table on Market opportunity by Application ($ million)
9 Market Segmentation by End-user
9.1 Market segments
- Chart on End-user - Market share 2024-2029 (%)
- Data Table on End-user - Market share 2024-2029 (%)
- Chart on Comparison by End-user
- Data Table on Comparison by End-user
- Chart on Information technology and telecommunications - Market size and forecast 2024-2029 ($ million)
- Data Table on Information technology and telecommunications - Market size and forecast 2024-2029 ($ million)
- Chart on Information technology and telecommunications - Year-over-year growth 2024-2029 (%)
- Data Table on Information technology and telecommunications - Year-over-year growth 2024-2029 (%)
- Chart on Finance - Market size and forecast 2024-2029 ($ million)
- Data Table on Finance - Market size and forecast 2024-2029 ($ million)
- Chart on Finance - Year-over-year growth 2024-2029 (%)
- Data Table on Finance - Year-over-year growth 2024-2029 (%)
- Chart on Retail - Market size and forecast 2024-2029 ($ million)
- Data Table on Retail - Market size and forecast 2024-2029 ($ million)
- Chart on Retail - Year-over-year growth 2024-2029 (%)
- Data Table on Retail - Year-over-year growth 2024-2029 (%)
- Chart on Manufacturing - Market size and forecast 2024-2029 ($ million)
- Data Table on Manufacturing - Market size and forecast 2024-2029 ($ million)
- Chart on Manufacturing - Year-over-year growth 2024-2029 (%)
- Data Table on Manufacturing - Year-over-year growth 2024-2029 (%)
- Chart on Others - Market size and forecast 2024-2029 ($ million)
- Data Table on Others - Market size and forecast 2024-2029 ($ million)
- Chart on Others - Year-over-year growth 2024-2029 (%)
- Data Table on Others - Year-over-year growth 2024-2029 (%)
- Market opportunity by End-user ($ million)
- Data Table on Market opportunity by End-user ($ million)
10 Customer Landscape
10.1 Customer landscape overview
- Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
11 Geographic Landscape
11.1 Geographic segmentation
- Chart on Market share by geography 2024-2029 (%)
- Data Table on Market share by geography 2024-2029 (%)
- Chart on Geographic comparison
- Data Table on Geographic comparison
- Chart on North America - Market size and forecast 2024-2029 ($ million)
- Data Table on North America - Market size and forecast 2024-2029 ($ million)
- Chart on North America - Year-over-year growth 2024-2029 (%)
- Data Table on North America - Year-over-year growth 2024-2029 (%)
- Chart on Regional Comparison - North America
- Data Table on Regional Comparison - North America
- Chart on US - Market size and forecast 2024-2029 ($ million)
- Data Table on US - Market size and forecast 2024-2029 ($ million)
- Chart on US - Year-over-year growth 2024-2029 (%)
- Data Table on US - Year-over-year growth 2024-2029 (%)
- Chart on Canada - Market size and forecast 2024-2029 ($ million)
- Data Table on Canada - Market size and forecast 2024-2029 ($ million)
- Chart on Canada - Year-over-year growth 2024-2029 (%)
- Data Table on Canada - Year-over-year growth 2024-2029 (%)
- Chart on Mexico - Market size and forecast 2024-2029 ($ million)
- Data Table on Mexico - Market size and forecast 2024-2029 ($ million)
- Chart on Mexico - Year-over-year growth 2024-2029 (%)
- Data Table on Mexico - Year-over-year growth 2024-2029 (%)
- Chart on Europe - Market size and forecast 2024-2029 ($ million)
- Data Table on Europe - Market size and forecast 2024-2029 ($ million)
- Chart on Europe - Year-over-year growth 2024-2029 (%)
- Data Table on Europe - Year-over-year growth 2024-2029 (%)
- Chart on Regional Comparison - Europe
- Data Table on Regional Comparison - Europe
- Chart on UK - Market size and forecast 2024-2029 ($ million)
- Data Table on UK - Market size and forecast 2024-2029 ($ million)
- Chart on UK - Year-over-year growth 2024-2029 (%)
- Data Table on UK - Year-over-year growth 2024-2029 (%)
- Chart on Germany - Market size and forecast 2024-2029 ($ million)
- Data Table on Germany - Market size and forecast 2024-2029 ($ million)
- Chart on Germany - Year-over-year growth 2024-2029 (%)
- Data Table on Germany - Year-over-year growth 2024-2029 (%)
- Chart on France - Market size and forecast 2024-2029 ($ million)
- Data Table on France - Market size and forecast 2024-2029 ($ million)
- Chart on France - Year-over-year growth 2024-2029 (%)
- Data Table on France - Year-over-year growth 2024-2029 (%)
- Chart on Italy - Market size and forecast 2024-2029 ($ million)
- Data Table on Italy - Market size and forecast 2024-2029 ($ million)
- Chart on Italy - Year-over-year growth 2024-2029 (%)
- Data Table on Italy - Year-over-year growth 2024-2029 (%)
- Chart on The Netherlands - Market size and forecast 2024-2029 ($ million)
- Data Table on The Netherlands - Market size and forecast 2024-2029 ($ million)
- Chart on The Netherlands - Year-over-year growth 2024-2029 (%)
- Data Table on The Netherlands - Year-over-year growth 2024-2029 (%)
- Chart on Spain - Market size and forecast 2024-2029 ($ million)
- Data Table on Spain - Market size and forecast 2024-2029 ($ million)
- Chart on Spain - Year-over-year growth 2024-2029 (%)
- Data Table on Spain - Year-over-year growth 2024-2029 (%)
- Chart on APAC - Market size and forecast 2024-2029 ($ million)
- Data Table on APAC - Market size and forecast 2024-2029 ($ million)
- Chart on APAC - Year-over-year growth 2024-2029 (%)
- Data Table on APAC - Year-over-year growth 2024-2029 (%)
- Chart on Regional Comparison - APAC
- Data Table on Regional Comparison - APAC
- Chart on China - Market size and forecast 2024-2029 ($ million)
- Data Table on China - Market size and forecast 2024-2029 ($ million)
- Chart on China - Year-over-year growth 2024-2029 (%)
- Data Table on China - Year-over-year growth 2024-2029 (%)
- Chart on Japan - Market size and forecast 2024-2029 ($ million)
- Data Table on Japan - Market size and forecast 2024-2029 ($ million)
- Chart on Japan - Year-over-year growth 2024-2029 (%)
- Data Table on Japan - Year-over-year growth 2024-2029 (%)
- Chart on India - Market size and forecast 2024-2029 ($ million)
- Data Table on India - Market size and forecast 2024-2029 ($ million)
- Chart on India - Year-over-year growth 2024-2029 (%)
- Data Table on India - Year-over-year growth 2024-2029 (%)
- Chart on South Korea - Market size and forecast 2024-2029 ($ million)
- Data Table on South Korea - Market size and forecast 2024-2029 ($ million)
- Chart on South Korea - Year-over-year growth 2024-2029 (%)
- Data Table on South Korea - Year-over-year growth 2024-2029 (%)
- Chart on Australia - Market size and forecast 2024-2029 ($ million)
- Data Table on Australia - Market size and forecast 2024-2029 ($ million)
- Chart on Australia - Year-over-year growth 2024-2029 (%)
- Data Table on Australia - Year-over-year growth 2024-2029 (%)
- Chart on Indonesia - Market size and forecast 2024-2029 ($ million)
- Data Table on Indonesia - Market size and forecast 2024-2029 ($ million)
- Chart on Indonesia - Year-over-year growth 2024-2029 (%)
- Data Table on Indonesia - Year-over-year growth 2024-2029 (%)
- Chart on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
- Data Table on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
- Chart on Middle East and Africa - Year-over-year growth 2024-2029 (%)
- Data Table on Middle East and Africa - Year-over-year growth 2024-2029 (%)
- Chart on Regional Comparison - Middle East and Africa
- Data Table on Regional Comparison - Middle East and Africa
- Chart on Turkey - Market size and forecast 2024-2029 ($ million)
- Data Table on Turkey - Market size and forecast 2024-2029 ($ million)
- Chart on Turkey - Year-over-year growth 2024-2029 (%)
- Data Table on Turkey - Year-over-year growth 2024-2029 (%)
- Chart on South Africa - Market size and forecast 2024-2029 ($ million)
- Data Table on South Africa - Market size and forecast 2024-2029 ($ million)
- Chart on South Africa - Year-over-year growth 2024-2029 (%)
- Data Table on South Africa - Year-over-year growth 2024-2029 (%)
- Chart on UAE - Market size and forecast 2024-2029 ($ million)
- Data Table on UAE - Market size and forecast 2024-2029 ($ million)
- Chart on UAE - Year-over-year growth 2024-2029 (%)
- Data Table on UAE - Year-over-year growth 2024-2029 (%)
- Chart on Saudi Arabia - Market size and forecast 2024-2029 ($ million)
- Data Table on Saudi Arabia - Market size and forecast 2024-2029 ($ million)
- Chart on Saudi Arabia - Year-over-year growth 2024-2029 (%)
- Data Table on Saudi Arabia - Year-over-year growth 2024-2029 (%)
- Chart on Israel - Market size and forecast 2024-2029 ($ million)
- Data Table on Israel - Market size and forecast 2024-2029 ($ million)
- Chart on Israel - Year-over-year growth 2024-2029 (%)
- Data Table on Israel - Year-over-year growth 2024-2029 (%)
- Chart on South America - Market size and forecast 2024-2029 ($ million)
- Data Table on South America - Market size and forecast 2024-2029 ($ million)
- Chart on South America - Year-over-year growth 2024-2029 (%)
- Data Table on South America - Year-over-year growth 2024-2029 (%)
- Chart on Regional Comparison - South America
- Data Table on Regional Comparison - South America
- Chart on Brazil - Market size and forecast 2024-2029 ($ million)
- Data Table on Brazil - Market size and forecast 2024-2029 ($ million)
- Chart on Brazil - Year-over-year growth 2024-2029 (%)
- Data Table on Brazil - Year-over-year growth 2024-2029 (%)
- Chart on Argentina - Market size and forecast 2024-2029 ($ million)
- Data Table on Argentina - Market size and forecast 2024-2029 ($ million)
- Chart on Argentina - Year-over-year growth 2024-2029 (%)
- Data Table on Argentina - Year-over-year growth 2024-2029 (%)
- Chart on Colombia - Market size and forecast 2024-2029 ($ million)
- Data Table on Colombia - Market size and forecast 2024-2029 ($ million)
- Chart on Colombia - Year-over-year growth 2024-2029 (%)
- Data Table on Colombia - Year-over-year growth 2024-2029 (%)
- Market opportunity by geography ($ million)
- Data Tables on Market opportunity by geography ($ million)
12 Drivers, Challenges, and Opportunity
12.1 Market drivers
- Proliferation of big data and imperative for advanced analytics
- Ascendancy of cloud computing and scalable machine learning platforms
- Pervasive integration of artificial intelligence and quest for automation
- Data privacy and security compliance
- Addressing algorithmic bias and ensuring fairness
- Shortage of skilled machine learning professionals
- Impact of drivers and challenges in 2024 and 2029
- Proliferation of generative AI across industries
- Ascendancy of automated machine learning
- Imperative of explainable AI
13 Competitive Landscape
13.1 Overview
13.2 Competitive Landscape
13.2 Competitive Landscape
- Overview on criticality of inputs and factors of differentiation
- Overview on factors of disruption
- Impact of key risks on business
14 Competitive Analysis
14.1 Companies profiled
- Companies covered
- Company ranking index
- Matrix on companies position and classification
- Altair Engineering Inc. - Overview
- Altair Engineering Inc. - Business segments
- Altair Engineering Inc. - Key news
- Altair Engineering Inc. - Key offerings
- Altair Engineering Inc. - Segment focus
- SWOT
- Alteryx Inc. - Overview
- Alteryx Inc. - Product / Service
- Alteryx Inc. - Key news
- Alteryx Inc. - Key offerings
- SWOT
- Amazon Web Services Inc. - Overview
- Amazon Web Services Inc. - Product / Service
- Amazon Web Services Inc. - Key news
- Amazon Web Services Inc. - Key offerings
- SWOT
- Anaconda Inc. - Overview
- Anaconda Inc. - Product / Service
- Anaconda Inc. - Key offerings
- SWOT
- Databricks Inc. - Overview
- Databricks Inc. - Product / Service
- Databricks Inc. - Key offerings
- SWOT
- DataRobot Inc. - Overview
- DataRobot Inc. - Product / Service
- DataRobot Inc. - Key offerings
- SWOT
- Google DeepMind - Overview
- Google DeepMind - Product / Service
- Google DeepMind - Key offerings
- SWOT
- H2O.ai Inc. - Overview
- H2O.ai Inc. - Product / Service
- H2O.ai Inc. - Key offerings
- SWOT
- IBM Corp. - Overview
- IBM Corp. - Business segments
- IBM Corp. - Key news
- IBM Corp. - Key offerings
- IBM Corp. - Segment focus
- SWOT
- KNIME AG - Overview
- KNIME AG - Product / Service
- KNIME AG - Key offerings
- SWOT
- Microsoft Corp. - Overview
- Microsoft Corp. - Business segments
- Microsoft Corp. - Key news
- Microsoft Corp. - Key offerings
- Microsoft Corp. - Segment focus
- SWOT
- NVIDIA Corp. - Overview
- NVIDIA Corp. - Business segments
- NVIDIA Corp. - Key news
- NVIDIA Corp. - Key offerings
- NVIDIA Corp. - Segment focus
- SWOT
- Oracle Corp. - Overview
- Oracle Corp. - Business segments
- Oracle Corp. - Key news
- Oracle Corp. - Key offerings
- Oracle Corp. - Segment focus
- SWOT
- Palantir Technologies Inc. - Overview
- Palantir Technologies Inc. - Product / Service
- Palantir Technologies Inc. - Key offerings
- SWOT
- SAS Institute Inc. - Overview
- SAS Institute Inc. - Product / Service
- SAS Institute Inc. - Key news
- SAS Institute Inc. - Key offerings
- SWOT
15 Appendix
15.1 Scope of the report
- Market definition
- Objectives
- Notes and caveats
- Inclusions checklist
- Exclusions checklist
- Currency conversion rates for US$
- Research methodology
- Information sources
- Data validation
- Validation techniques employed for market sizing
- Data synthesis
- 360 degree market analysis
- List of abbreviations
List of Exhibits
Exhibit 1: Executive Summary - Chart on Market Overview
Exhibit 2: Executive Summary - Data Table on Market Overview
Exhibit 3: Executive Summary - Chart on Global Market Characteristics
Exhibit 4: Executive Summary - Chart on Market by Geography
Exhibit 5: Executive Summary - Chart on Market Segmentation by Deployment
Exhibit 6: Executive Summary - Chart on Market Segmentation by Application
Exhibit 7: Executive Summary - Chart on Market Segmentation by End-user
Exhibit 8: Executive Summary - Chart on Incremental Growth
Exhibit 9: Executive Summary - Data Table on Incremental Growth
Exhibit 10: Executive Summary - Chart on Company Market Positioning
Exhibit 11: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
Exhibit 12: Chart on Overview on criticality of inputs and factors of differentiation
Exhibit 13: Chart on Overview on factors of disruption
Exhibit 14: Chart on Impact of drivers and challenges in 2024 and 2029
Exhibit 15: Chart on Parent Market
Exhibit 16: Data Table on - Parent Market
Exhibit 17: Chart on Market characteristics analysis
Exhibit 18: Chart on Value chain analysis
Exhibit 19: Data Table on Offerings of companies included in the market definition
Exhibit 20: Market segments
Exhibit 21: Chart on Global - Market size and forecast 2024-2029 ($ million)
Exhibit 22: Data Table on Global - Market size and forecast 2024-2029 ($ million)
Exhibit 23: Chart on Global Market: Year-over-year growth 2024-2029 (%)
Exhibit 24: Data Table on Global Market: Year-over-year growth 2024-2029 (%)
Exhibit 25: Historic Market Size - Data Table on Global Machine Learning Software Market 2019 - 2023 ($ million)
Exhibit 26: Historic Market Size - Deployment Segment 2019 - 2023 ($ million)
Exhibit 27: Historic Market Size - Application Segment 2019 - 2023 ($ million)
Exhibit 28: Historic Market Size - End-user Segment 2019 - 2023 ($ million)
Exhibit 29: Historic Market Size - Geography Segment 2019 - 2023 ($ million)
Exhibit 30: Historic Market Size - Country Segment 2019 - 2023 ($ million)
Exhibit 31: Five forces analysis - Comparison between 2024 and 2029
Exhibit 32: Bargaining power of buyers - Impact of key factors 2024 and 2029
Exhibit 33: Bargaining power of suppliers - Impact of key factors in 2024 and 2029
Exhibit 34: Threat of new entrants - Impact of key factors in 2024 and 2029
Exhibit 35: Threat of substitutes - Impact of key factors in 2024 and 2029
Exhibit 36: Threat of rivalry - Impact of key factors in 2024 and 2029
Exhibit 37: Chart on Market condition - Five forces 2024 and 2029
Exhibit 38: Chart on Deployment - Market share 2024-2029 (%)
Exhibit 39: Data Table on Deployment - Market share 2024-2029 (%)
Exhibit 40: Chart on Comparison by Deployment
Exhibit 41: Data Table on Comparison by Deployment
Exhibit 42: Chart on Cloud-based - Market size and forecast 2024-2029 ($ million)
Exhibit 43: Data Table on Cloud-based - Market size and forecast 2024-2029 ($ million)
Exhibit 44: Chart on Cloud-based - Year-over-year growth 2024-2029 (%)
Exhibit 45: Data Table on Cloud-based - Year-over-year growth 2024-2029 (%)
Exhibit 46: Chart on On-premises - Market size and forecast 2024-2029 ($ million)
Exhibit 47: Data Table on On-premises - Market size and forecast 2024-2029 ($ million)
Exhibit 48: Chart on On-premises - Year-over-year growth 2024-2029 (%)
Exhibit 49: Data Table on On-premises - Year-over-year growth 2024-2029 (%)
Exhibit 50: Chart on Hybrid - Market size and forecast 2024-2029 ($ million)
Exhibit 51: Data Table on Hybrid - Market size and forecast 2024-2029 ($ million)
Exhibit 52: Chart on Hybrid - Year-over-year growth 2024-2029 (%)
Exhibit 53: Data Table on Hybrid - Year-over-year growth 2024-2029 (%)
Exhibit 54: Market opportunity by Deployment ($ million)
Exhibit 55: Data Table on Market opportunity by Deployment ($ million)
Exhibit 56: Chart on Application - Market share 2024-2029 (%)
Exhibit 57: Data Table on Application - Market share 2024-2029 (%)
Exhibit 58: Chart on Comparison by Application
Exhibit 59: Data Table on Comparison by Application
Exhibit 60: Chart on Predictive analytics - Market size and forecast 2024-2029 ($ million)
Exhibit 61: Data Table on Predictive analytics - Market size and forecast 2024-2029 ($ million)
Exhibit 62: Chart on Predictive analytics - Year-over-year growth 2024-2029 (%)
Exhibit 63: Data Table on Predictive analytics - Year-over-year growth 2024-2029 (%)
Exhibit 64: Chart on NLP - Market size and forecast 2024-2029 ($ million)
Exhibit 65: Data Table on NLP - Market size and forecast 2024-2029 ($ million)
Exhibit 66: Chart on NLP - Year-over-year growth 2024-2029 (%)
Exhibit 67: Data Table on NLP - Year-over-year growth 2024-2029 (%)
Exhibit 68: Chart on Computer vision - Market size and forecast 2024-2029 ($ million)
Exhibit 69: Data Table on Computer vision - Market size and forecast 2024-2029 ($ million)
Exhibit 70: Chart on Computer vision - Year-over-year growth 2024-2029 (%)
Exhibit 71: Data Table on Computer vision - Year-over-year growth 2024-2029 (%)
Exhibit 72: Chart on Anomaly detection - Market size and forecast 2024-2029 ($ million)
Exhibit 73: Data Table on Anomaly detection - Market size and forecast 2024-2029 ($ million)
Exhibit 74: Chart on Anomaly detection - Year-over-year growth 2024-2029 (%)
Exhibit 75: Data Table on Anomaly detection - Year-over-year growth 2024-2029 (%)
Exhibit 76: Chart on Speech recognition - Market size and forecast 2024-2029 ($ million)
Exhibit 77: Data Table on Speech recognition - Market size and forecast 2024-2029 ($ million)
Exhibit 78: Chart on Speech recognition - Year-over-year growth 2024-2029 (%)
Exhibit 79: Data Table on Speech recognition - Year-over-year growth 2024-2029 (%)
Exhibit 80: Market opportunity by Application ($ million)
Exhibit 81: Data Table on Market opportunity by Application ($ million)
Exhibit 82: Chart on End-user - Market share 2024-2029 (%)
Exhibit 83: Data Table on End-user - Market share 2024-2029 (%)
Exhibit 84: Chart on Comparison by End-user
Exhibit 85: Data Table on Comparison by End-user
Exhibit 86: Chart on Information technology and telecommunications - Market size and forecast 2024-2029 ($ million)
Exhibit 87: Data Table on Information technology and telecommunications - Market size and forecast 2024-2029 ($ million)
Exhibit 88: Chart on Information technology and telecommunications - Year-over-year growth 2024-2029 (%)
Exhibit 89: Data Table on Information technology and telecommunications - Year-over-year growth 2024-2029 (%)
Exhibit 90: Chart on Finance - Market size and forecast 2024-2029 ($ million)
Exhibit 91: Data Table on Finance - Market size and forecast 2024-2029 ($ million)
Exhibit 92: Chart on Finance - Year-over-year growth 2024-2029 (%)
Exhibit 93: Data Table on Finance - Year-over-year growth 2024-2029 (%)
Exhibit 94: Chart on Retail - Market size and forecast 2024-2029 ($ million)
Exhibit 95: Data Table on Retail - Market size and forecast 2024-2029 ($ million)
Exhibit 96: Chart on Retail - Year-over-year growth 2024-2029 (%)
Exhibit 97: Data Table on Retail - Year-over-year growth 2024-2029 (%)
Exhibit 98: Chart on Manufacturing - Market size and forecast 2024-2029 ($ million)
Exhibit 99: Data Table on Manufacturing - Market size and forecast 2024-2029 ($ million)
Exhibit 100: Chart on Manufacturing - Year-over-year growth 2024-2029 (%)
Exhibit 101: Data Table on Manufacturing - Year-over-year growth 2024-2029 (%)
Exhibit 102: Chart on Others - Market size and forecast 2024-2029 ($ million)
Exhibit 103: Data Table on Others - Market size and forecast 2024-2029 ($ million)
Exhibit 104: Chart on Others - Year-over-year growth 2024-2029 (%)
Exhibit 105: Data Table on Others - Year-over-year growth 2024-2029 (%)
Exhibit 106: Market opportunity by End-user ($ million)
Exhibit 107: Data Table on Market opportunity by End-user ($ million)
Exhibit 108: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
Exhibit 109: Chart on Market share by geography 2024-2029 (%)
Exhibit 110: Data Table on Market share by geography 2024-2029 (%)
Exhibit 111: Chart on Geographic comparison
Exhibit 112: Data Table on Geographic comparison
Exhibit 113: Chart on North America - Market size and forecast 2024-2029 ($ million)
Exhibit 114: Data Table on North America - Market size and forecast 2024-2029 ($ million)
Exhibit 115: Chart on North America - Year-over-year growth 2024-2029 (%)
Exhibit 116: Data Table on North America - Year-over-year growth 2024-2029 (%)
Exhibit 117: Chart on Regional Comparison - North America
Exhibit 118: Data Table on Regional Comparison - North America
Exhibit 119: Chart on US - Market size and forecast 2024-2029 ($ million)
Exhibit 120: Data Table on US - Market size and forecast 2024-2029 ($ million)
Exhibit 121: Chart on US - Year-over-year growth 2024-2029 (%)
Exhibit 122: Data Table on US - Year-over-year growth 2024-2029 (%)
Exhibit 123: Chart on Canada - Market size and forecast 2024-2029 ($ million)
Exhibit 124: Data Table on Canada - Market size and forecast 2024-2029 ($ million)
Exhibit 125: Chart on Canada - Year-over-year growth 2024-2029 (%)
Exhibit 126: Data Table on Canada - Year-over-year growth 2024-2029 (%)
Exhibit 127: Chart on Mexico - Market size and forecast 2024-2029 ($ million)
Exhibit 128: Data Table on Mexico - Market size and forecast 2024-2029 ($ million)
Exhibit 129: Chart on Mexico - Year-over-year growth 2024-2029 (%)
Exhibit 130: Data Table on Mexico - Year-over-year growth 2024-2029 (%)
Exhibit 131: Chart on Europe - Market size and forecast 2024-2029 ($ million)
Exhibit 132: Data Table on Europe - Market size and forecast 2024-2029 ($ million)
Exhibit 133: Chart on Europe - Year-over-year growth 2024-2029 (%)
Exhibit 134: Data Table on Europe - Year-over-year growth 2024-2029 (%)
Exhibit 135: Chart on Regional Comparison - Europe
Exhibit 136: Data Table on Regional Comparison - Europe
Exhibit 137: Chart on UK - Market size and forecast 2024-2029 ($ million)
Exhibit 138: Data Table on UK - Market size and forecast 2024-2029 ($ million)
Exhibit 139: Chart on UK - Year-over-year growth 2024-2029 (%)
Exhibit 140: Data Table on UK - Year-over-year growth 2024-2029 (%)
Exhibit 141: Chart on Germany - Market size and forecast 2024-2029 ($ million)
Exhibit 142: Data Table on Germany - Market size and forecast 2024-2029 ($ million)
Exhibit 143: Chart on Germany - Year-over-year growth 2024-2029 (%)
Exhibit 144: Data Table on Germany - Year-over-year growth 2024-2029 (%)
Exhibit 145: Chart on France - Market size and forecast 2024-2029 ($ million)
Exhibit 146: Data Table on France - Market size and forecast 2024-2029 ($ million)
Exhibit 147: Chart on France - Year-over-year growth 2024-2029 (%)
Exhibit 148: Data Table on France - Year-over-year growth 2024-2029 (%)
Exhibit 149: Chart on Italy - Market size and forecast 2024-2029 ($ million)
Exhibit 150: Data Table on Italy - Market size and forecast 2024-2029 ($ million)
Exhibit 151: Chart on Italy - Year-over-year growth 2024-2029 (%)
Exhibit 152: Data Table on Italy - Year-over-year growth 2024-2029 (%)
Exhibit 153: Chart on The Netherlands - Market size and forecast 2024-2029 ($ million)
Exhibit 154: Data Table on The Netherlands - Market size and forecast 2024-2029 ($ million)
Exhibit 155: Chart on The Netherlands - Year-over-year growth 2024-2029 (%)
Exhibit 156: Data Table on The Netherlands - Year-over-year growth 2024-2029 (%)
Exhibit 157: Chart on Spain - Market size and forecast 2024-2029 ($ million)
Exhibit 158: Data Table on Spain - Market size and forecast 2024-2029 ($ million)
Exhibit 159: Chart on Spain - Year-over-year growth 2024-2029 (%)
Exhibit 160: Data Table on Spain - Year-over-year growth 2024-2029 (%)
Exhibit 161: Chart on APAC - Market size and forecast 2024-2029 ($ million)
Exhibit 162: Data Table on APAC - Market size and forecast 2024-2029 ($ million)
Exhibit 163: Chart on APAC - Year-over-year growth 2024-2029 (%)
Exhibit 164: Data Table on APAC - Year-over-year growth 2024-2029 (%)
Exhibit 165: Chart on Regional Comparison - APAC
Exhibit 166: Data Table on Regional Comparison - APAC
Exhibit 167: Chart on China - Market size and forecast 2024-2029 ($ million)
Exhibit 168: Data Table on China - Market size and forecast 2024-2029 ($ million)
Exhibit 169: Chart on China - Year-over-year growth 2024-2029 (%)
Exhibit 170: Data Table on China - Year-over-year growth 2024-2029 (%)
Exhibit 171: Chart on Japan - Market size and forecast 2024-2029 ($ million)
Exhibit 172: Data Table on Japan - Market size and forecast 2024-2029 ($ million)
Exhibit 173: Chart on Japan - Year-over-year growth 2024-2029 (%)
Exhibit 174: Data Table on Japan - Year-over-year growth 2024-2029 (%)
Exhibit 175: Chart on India - Market size and forecast 2024-2029 ($ million)
Exhibit 176: Data Table on India - Market size and forecast 2024-2029 ($ million)
Exhibit 177: Chart on India - Year-over-year growth 2024-2029 (%)
Exhibit 178: Data Table on India - Year-over-year growth 2024-2029 (%)
Exhibit 179: Chart on South Korea - Market size and forecast 2024-2029 ($ million)
Exhibit 180: Data Table on South Korea - Market size and forecast 2024-2029 ($ million)
Exhibit 181: Chart on South Korea - Year-over-year growth 2024-2029 (%)
Exhibit 182: Data Table on South Korea - Year-over-year growth 2024-2029 (%)
Exhibit 183: Chart on Australia - Market size and forecast 2024-2029 ($ million)
Exhibit 184: Data Table on Australia - Market size and forecast 2024-2029 ($ million)
Exhibit 185: Chart on Australia - Year-over-year growth 2024-2029 (%)
Exhibit 186: Data Table on Australia - Year-over-year growth 2024-2029 (%)
Exhibit 187: Chart on Indonesia - Market size and forecast 2024-2029 ($ million)
Exhibit 188: Data Table on Indonesia - Market size and forecast 2024-2029 ($ million)
Exhibit 189: Chart on Indonesia - Year-over-year growth 2024-2029 (%)
Exhibit 190: Data Table on Indonesia - Year-over-year growth 2024-2029 (%)
Exhibit 191: Chart on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
Exhibit 192: Data Table on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
Exhibit 193: Chart on Middle East and Africa - Year-over-year growth 2024-2029 (%)
Exhibit 194: Data Table on Middle East and Africa - Year-over-year growth 2024-2029 (%)
Exhibit 195: Chart on Regional Comparison - Middle East and Africa
Exhibit 196: Data Table on Regional Comparison - Middle East and Africa
Exhibit 197: Chart on Turkey - Market size and forecast 2024-2029 ($ million)
Exhibit 198: Data Table on Turkey - Market size and forecast 2024-2029 ($ million)
Exhibit 199: Chart on Turkey - Year-over-year growth 2024-2029 (%)
Exhibit 200: Data Table on Turkey - Year-over-year growth 2024-2029 (%)
Exhibit 201: Chart on South Africa - Market size and forecast 2024-2029 ($ million)
Exhibit 202: Data Table on South Africa - Market size and forecast 2024-2029 ($ million)
Exhibit 203: Chart on South Africa - Year-over-year growth 2024-2029 (%)
Exhibit 204: Data Table on South Africa - Year-over-year growth 2024-2029 (%)
Exhibit 205: Chart on UAE - Market size and forecast 2024-2029 ($ million)
Exhibit 206: Data Table on UAE - Market size and forecast 2024-2029 ($ million)
Exhibit 207: Chart on UAE - Year-over-year growth 2024-2029 (%)
Exhibit 208: Data Table on UAE - Year-over-year growth 2024-2029 (%)
Exhibit 209: Chart on Saudi Arabia - Market size and forecast 2024-2029 ($ million)
Exhibit 210: Data Table on Saudi Arabia - Market size and forecast 2024-2029 ($ million)
Exhibit 211: Chart on Saudi Arabia - Year-over-year growth 2024-2029 (%)
Exhibit 212: Data Table on Saudi Arabia - Year-over-year growth 2024-2029 (%)
Exhibit 213: Chart on Israel - Market size and forecast 2024-2029 ($ million)
Exhibit 214: Data Table on Israel - Market size and forecast 2024-2029 ($ million)
Exhibit 215: Chart on Israel - Year-over-year growth 2024-2029 (%)
Exhibit 216: Data Table on Israel - Year-over-year growth 2024-2029 (%)
Exhibit 217: Chart on South America - Market size and forecast 2024-2029 ($ million)
Exhibit 218: Data Table on South America - Market size and forecast 2024-2029 ($ million)
Exhibit 219: Chart on South America - Year-over-year growth 2024-2029 (%)
Exhibit 220: Data Table on South America - Year-over-year growth 2024-2029 (%)
Exhibit 221: Chart on Regional Comparison - South America
Exhibit 222: Data Table on Regional Comparison - South America
Exhibit 223: Chart on Brazil - Market size and forecast 2024-2029 ($ million)
Exhibit 224: Data Table on Brazil - Market size and forecast 2024-2029 ($ million)
Exhibit 225: Chart on Brazil - Year-over-year growth 2024-2029 (%)
Exhibit 226: Data Table on Brazil - Year-over-year growth 2024-2029 (%)
Exhibit 227: Chart on Argentina - Market size and forecast 2024-2029 ($ million)
Exhibit 228: Data Table on Argentina - Market size and forecast 2024-2029 ($ million)
Exhibit 229: Chart on Argentina - Year-over-year growth 2024-2029 (%)
Exhibit 230: Data Table on Argentina - Year-over-year growth 2024-2029 (%)
Exhibit 231: Chart on Colombia - Market size and forecast 2024-2029 ($ million)
Exhibit 232: Data Table on Colombia - Market size and forecast 2024-2029 ($ million)
Exhibit 233: Chart on Colombia - Year-over-year growth 2024-2029 (%)
Exhibit 234: Data Table on Colombia - Year-over-year growth 2024-2029 (%)
Exhibit 235: Market opportunity by geography ($ million)
Exhibit 236: Data Tables on Market opportunity by geography ($ million)
Exhibit 237: Impact of drivers and challenges in 2024 and 2029
Exhibit 238: Overview on criticality of inputs and factors of differentiation
Exhibit 239: Overview on factors of disruption
Exhibit 240: Impact of key risks on business
Exhibit 241: Companies covered
Exhibit 242: Company ranking index
Exhibit 243: Matrix on companies position and classification
Exhibit 244: Altair Engineering Inc. - Overview
Exhibit 245: Altair Engineering Inc. - Business segments
Exhibit 246: Altair Engineering Inc. - Key news
Exhibit 247: Altair Engineering Inc. - Key offerings
Exhibit 248: Altair Engineering Inc. - Segment focus
Exhibit 249: SWOT
Exhibit 250: Alteryx Inc. - Overview
Exhibit 251: Alteryx Inc. - Product / Service
Exhibit 252: Alteryx Inc. - Key news
Exhibit 253: Alteryx Inc. - Key offerings
Exhibit 254: SWOT
Exhibit 255: Amazon Web Services Inc. - Overview
Exhibit 256: Amazon Web Services Inc. - Product / Service
Exhibit 257: Amazon Web Services Inc. - Key news
Exhibit 258: Amazon Web Services Inc. - Key offerings
Exhibit 259: SWOT
Exhibit 260: Anaconda Inc. - Overview
Exhibit 261: Anaconda Inc. - Product / Service
Exhibit 262: Anaconda Inc. - Key offerings
Exhibit 263: SWOT
Exhibit 264: Databricks Inc. - Overview
Exhibit 265: Databricks Inc. - Product / Service
Exhibit 266: Databricks Inc. - Key offerings
Exhibit 267: SWOT
Exhibit 268: DataRobot Inc. - Overview
Exhibit 269: DataRobot Inc. - Product / Service
Exhibit 270: DataRobot Inc. - Key offerings
Exhibit 271: SWOT
Exhibit 272: Google DeepMind - Overview
Exhibit 273: Google DeepMind - Product / Service
Exhibit 274: Google DeepMind - Key offerings
Exhibit 275: SWOT
Exhibit 276: H2O.ai Inc. - Overview
Exhibit 277: H2O.ai Inc. - Product / Service
Exhibit 278: H2O.ai Inc. - Key offerings
Exhibit 279: SWOT
Exhibit 280: IBM Corp. - Overview
Exhibit 281: IBM Corp. - Business segments
Exhibit 282: IBM Corp. - Key news
Exhibit 283: IBM Corp. - Key offerings
Exhibit 284: IBM Corp. - Segment focus
Exhibit 285: SWOT
Exhibit 286: KNIME AG - Overview
Exhibit 287: KNIME AG - Product / Service
Exhibit 288: KNIME AG - Key offerings
Exhibit 289: SWOT
Exhibit 290: Microsoft Corp. - Overview
Exhibit 291: Microsoft Corp. - Business segments
Exhibit 292: Microsoft Corp. - Key news
Exhibit 293: Microsoft Corp. - Key offerings
Exhibit 294: Microsoft Corp. - Segment focus
Exhibit 295: SWOT
Exhibit 296: NVIDIA Corp. - Overview
Exhibit 297: NVIDIA Corp. - Business segments
Exhibit 298: NVIDIA Corp. - Key news
Exhibit 299: NVIDIA Corp. - Key offerings
Exhibit 300: NVIDIA Corp. - Segment focus
Exhibit 301: SWOT
Exhibit 302: Oracle Corp. - Overview
Exhibit 303: Oracle Corp. - Business segments
Exhibit 304: Oracle Corp. - Key news
Exhibit 305: Oracle Corp. - Key offerings
Exhibit 306: Oracle Corp. - Segment focus
Exhibit 307: SWOT
Exhibit 308: Palantir Technologies Inc. - Overview
Exhibit 309: Palantir Technologies Inc. - Product / Service
Exhibit 310: Palantir Technologies Inc. - Key offerings
Exhibit 311: SWOT
Exhibit 312: SAS Institute Inc. - Overview
Exhibit 313: SAS Institute Inc. - Product / Service
Exhibit 314: SAS Institute Inc. - Key news
Exhibit 315: SAS Institute Inc. - Key offerings
Exhibit 316: SWOT
Exhibit 317: Inclusions checklist
Exhibit 318: Exclusions checklist
Exhibit 319: Currency conversion rates for US$
Exhibit 320: Research methodology
Exhibit 321: Information sources
Exhibit 322: Data validation
Exhibit 323: Validation techniques employed for market sizing
Exhibit 324: Data synthesis
Exhibit 325: 360 degree market analysis
Exhibit 326: List of abbreviations
Exhibit 2: Executive Summary - Data Table on Market Overview
Exhibit 3: Executive Summary - Chart on Global Market Characteristics
Exhibit 4: Executive Summary - Chart on Market by Geography
Exhibit 5: Executive Summary - Chart on Market Segmentation by Deployment
Exhibit 6: Executive Summary - Chart on Market Segmentation by Application
Exhibit 7: Executive Summary - Chart on Market Segmentation by End-user
Exhibit 8: Executive Summary - Chart on Incremental Growth
Exhibit 9: Executive Summary - Data Table on Incremental Growth
Exhibit 10: Executive Summary - Chart on Company Market Positioning
Exhibit 11: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
Exhibit 12: Chart on Overview on criticality of inputs and factors of differentiation
Exhibit 13: Chart on Overview on factors of disruption
Exhibit 14: Chart on Impact of drivers and challenges in 2024 and 2029
Exhibit 15: Chart on Parent Market
Exhibit 16: Data Table on - Parent Market
Exhibit 17: Chart on Market characteristics analysis
Exhibit 18: Chart on Value chain analysis
Exhibit 19: Data Table on Offerings of companies included in the market definition
Exhibit 20: Market segments
Exhibit 21: Chart on Global - Market size and forecast 2024-2029 ($ million)
Exhibit 22: Data Table on Global - Market size and forecast 2024-2029 ($ million)
Exhibit 23: Chart on Global Market: Year-over-year growth 2024-2029 (%)
Exhibit 24: Data Table on Global Market: Year-over-year growth 2024-2029 (%)
Exhibit 25: Historic Market Size - Data Table on Global Machine Learning Software Market 2019 - 2023 ($ million)
Exhibit 26: Historic Market Size - Deployment Segment 2019 - 2023 ($ million)
Exhibit 27: Historic Market Size - Application Segment 2019 - 2023 ($ million)
Exhibit 28: Historic Market Size - End-user Segment 2019 - 2023 ($ million)
Exhibit 29: Historic Market Size - Geography Segment 2019 - 2023 ($ million)
Exhibit 30: Historic Market Size - Country Segment 2019 - 2023 ($ million)
Exhibit 31: Five forces analysis - Comparison between 2024 and 2029
Exhibit 32: Bargaining power of buyers - Impact of key factors 2024 and 2029
Exhibit 33: Bargaining power of suppliers - Impact of key factors in 2024 and 2029
Exhibit 34: Threat of new entrants - Impact of key factors in 2024 and 2029
Exhibit 35: Threat of substitutes - Impact of key factors in 2024 and 2029
Exhibit 36: Threat of rivalry - Impact of key factors in 2024 and 2029
Exhibit 37: Chart on Market condition - Five forces 2024 and 2029
Exhibit 38: Chart on Deployment - Market share 2024-2029 (%)
Exhibit 39: Data Table on Deployment - Market share 2024-2029 (%)
Exhibit 40: Chart on Comparison by Deployment
Exhibit 41: Data Table on Comparison by Deployment
Exhibit 42: Chart on Cloud-based - Market size and forecast 2024-2029 ($ million)
Exhibit 43: Data Table on Cloud-based - Market size and forecast 2024-2029 ($ million)
Exhibit 44: Chart on Cloud-based - Year-over-year growth 2024-2029 (%)
Exhibit 45: Data Table on Cloud-based - Year-over-year growth 2024-2029 (%)
Exhibit 46: Chart on On-premises - Market size and forecast 2024-2029 ($ million)
Exhibit 47: Data Table on On-premises - Market size and forecast 2024-2029 ($ million)
Exhibit 48: Chart on On-premises - Year-over-year growth 2024-2029 (%)
Exhibit 49: Data Table on On-premises - Year-over-year growth 2024-2029 (%)
Exhibit 50: Chart on Hybrid - Market size and forecast 2024-2029 ($ million)
Exhibit 51: Data Table on Hybrid - Market size and forecast 2024-2029 ($ million)
Exhibit 52: Chart on Hybrid - Year-over-year growth 2024-2029 (%)
Exhibit 53: Data Table on Hybrid - Year-over-year growth 2024-2029 (%)
Exhibit 54: Market opportunity by Deployment ($ million)
Exhibit 55: Data Table on Market opportunity by Deployment ($ million)
Exhibit 56: Chart on Application - Market share 2024-2029 (%)
Exhibit 57: Data Table on Application - Market share 2024-2029 (%)
Exhibit 58: Chart on Comparison by Application
Exhibit 59: Data Table on Comparison by Application
Exhibit 60: Chart on Predictive analytics - Market size and forecast 2024-2029 ($ million)
Exhibit 61: Data Table on Predictive analytics - Market size and forecast 2024-2029 ($ million)
Exhibit 62: Chart on Predictive analytics - Year-over-year growth 2024-2029 (%)
Exhibit 63: Data Table on Predictive analytics - Year-over-year growth 2024-2029 (%)
Exhibit 64: Chart on NLP - Market size and forecast 2024-2029 ($ million)
Exhibit 65: Data Table on NLP - Market size and forecast 2024-2029 ($ million)
Exhibit 66: Chart on NLP - Year-over-year growth 2024-2029 (%)
Exhibit 67: Data Table on NLP - Year-over-year growth 2024-2029 (%)
Exhibit 68: Chart on Computer vision - Market size and forecast 2024-2029 ($ million)
Exhibit 69: Data Table on Computer vision - Market size and forecast 2024-2029 ($ million)
Exhibit 70: Chart on Computer vision - Year-over-year growth 2024-2029 (%)
Exhibit 71: Data Table on Computer vision - Year-over-year growth 2024-2029 (%)
Exhibit 72: Chart on Anomaly detection - Market size and forecast 2024-2029 ($ million)
Exhibit 73: Data Table on Anomaly detection - Market size and forecast 2024-2029 ($ million)
Exhibit 74: Chart on Anomaly detection - Year-over-year growth 2024-2029 (%)
Exhibit 75: Data Table on Anomaly detection - Year-over-year growth 2024-2029 (%)
Exhibit 76: Chart on Speech recognition - Market size and forecast 2024-2029 ($ million)
Exhibit 77: Data Table on Speech recognition - Market size and forecast 2024-2029 ($ million)
Exhibit 78: Chart on Speech recognition - Year-over-year growth 2024-2029 (%)
Exhibit 79: Data Table on Speech recognition - Year-over-year growth 2024-2029 (%)
Exhibit 80: Market opportunity by Application ($ million)
Exhibit 81: Data Table on Market opportunity by Application ($ million)
Exhibit 82: Chart on End-user - Market share 2024-2029 (%)
Exhibit 83: Data Table on End-user - Market share 2024-2029 (%)
Exhibit 84: Chart on Comparison by End-user
Exhibit 85: Data Table on Comparison by End-user
Exhibit 86: Chart on Information technology and telecommunications - Market size and forecast 2024-2029 ($ million)
Exhibit 87: Data Table on Information technology and telecommunications - Market size and forecast 2024-2029 ($ million)
Exhibit 88: Chart on Information technology and telecommunications - Year-over-year growth 2024-2029 (%)
Exhibit 89: Data Table on Information technology and telecommunications - Year-over-year growth 2024-2029 (%)
Exhibit 90: Chart on Finance - Market size and forecast 2024-2029 ($ million)
Exhibit 91: Data Table on Finance - Market size and forecast 2024-2029 ($ million)
Exhibit 92: Chart on Finance - Year-over-year growth 2024-2029 (%)
Exhibit 93: Data Table on Finance - Year-over-year growth 2024-2029 (%)
Exhibit 94: Chart on Retail - Market size and forecast 2024-2029 ($ million)
Exhibit 95: Data Table on Retail - Market size and forecast 2024-2029 ($ million)
Exhibit 96: Chart on Retail - Year-over-year growth 2024-2029 (%)
Exhibit 97: Data Table on Retail - Year-over-year growth 2024-2029 (%)
Exhibit 98: Chart on Manufacturing - Market size and forecast 2024-2029 ($ million)
Exhibit 99: Data Table on Manufacturing - Market size and forecast 2024-2029 ($ million)
Exhibit 100: Chart on Manufacturing - Year-over-year growth 2024-2029 (%)
Exhibit 101: Data Table on Manufacturing - Year-over-year growth 2024-2029 (%)
Exhibit 102: Chart on Others - Market size and forecast 2024-2029 ($ million)
Exhibit 103: Data Table on Others - Market size and forecast 2024-2029 ($ million)
Exhibit 104: Chart on Others - Year-over-year growth 2024-2029 (%)
Exhibit 105: Data Table on Others - Year-over-year growth 2024-2029 (%)
Exhibit 106: Market opportunity by End-user ($ million)
Exhibit 107: Data Table on Market opportunity by End-user ($ million)
Exhibit 108: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
Exhibit 109: Chart on Market share by geography 2024-2029 (%)
Exhibit 110: Data Table on Market share by geography 2024-2029 (%)
Exhibit 111: Chart on Geographic comparison
Exhibit 112: Data Table on Geographic comparison
Exhibit 113: Chart on North America - Market size and forecast 2024-2029 ($ million)
Exhibit 114: Data Table on North America - Market size and forecast 2024-2029 ($ million)
Exhibit 115: Chart on North America - Year-over-year growth 2024-2029 (%)
Exhibit 116: Data Table on North America - Year-over-year growth 2024-2029 (%)
Exhibit 117: Chart on Regional Comparison - North America
Exhibit 118: Data Table on Regional Comparison - North America
Exhibit 119: Chart on US - Market size and forecast 2024-2029 ($ million)
Exhibit 120: Data Table on US - Market size and forecast 2024-2029 ($ million)
Exhibit 121: Chart on US - Year-over-year growth 2024-2029 (%)
Exhibit 122: Data Table on US - Year-over-year growth 2024-2029 (%)
Exhibit 123: Chart on Canada - Market size and forecast 2024-2029 ($ million)
Exhibit 124: Data Table on Canada - Market size and forecast 2024-2029 ($ million)
Exhibit 125: Chart on Canada - Year-over-year growth 2024-2029 (%)
Exhibit 126: Data Table on Canada - Year-over-year growth 2024-2029 (%)
Exhibit 127: Chart on Mexico - Market size and forecast 2024-2029 ($ million)
Exhibit 128: Data Table on Mexico - Market size and forecast 2024-2029 ($ million)
Exhibit 129: Chart on Mexico - Year-over-year growth 2024-2029 (%)
Exhibit 130: Data Table on Mexico - Year-over-year growth 2024-2029 (%)
Exhibit 131: Chart on Europe - Market size and forecast 2024-2029 ($ million)
Exhibit 132: Data Table on Europe - Market size and forecast 2024-2029 ($ million)
Exhibit 133: Chart on Europe - Year-over-year growth 2024-2029 (%)
Exhibit 134: Data Table on Europe - Year-over-year growth 2024-2029 (%)
Exhibit 135: Chart on Regional Comparison - Europe
Exhibit 136: Data Table on Regional Comparison - Europe
Exhibit 137: Chart on UK - Market size and forecast 2024-2029 ($ million)
Exhibit 138: Data Table on UK - Market size and forecast 2024-2029 ($ million)
Exhibit 139: Chart on UK - Year-over-year growth 2024-2029 (%)
Exhibit 140: Data Table on UK - Year-over-year growth 2024-2029 (%)
Exhibit 141: Chart on Germany - Market size and forecast 2024-2029 ($ million)
Exhibit 142: Data Table on Germany - Market size and forecast 2024-2029 ($ million)
Exhibit 143: Chart on Germany - Year-over-year growth 2024-2029 (%)
Exhibit 144: Data Table on Germany - Year-over-year growth 2024-2029 (%)
Exhibit 145: Chart on France - Market size and forecast 2024-2029 ($ million)
Exhibit 146: Data Table on France - Market size and forecast 2024-2029 ($ million)
Exhibit 147: Chart on France - Year-over-year growth 2024-2029 (%)
Exhibit 148: Data Table on France - Year-over-year growth 2024-2029 (%)
Exhibit 149: Chart on Italy - Market size and forecast 2024-2029 ($ million)
Exhibit 150: Data Table on Italy - Market size and forecast 2024-2029 ($ million)
Exhibit 151: Chart on Italy - Year-over-year growth 2024-2029 (%)
Exhibit 152: Data Table on Italy - Year-over-year growth 2024-2029 (%)
Exhibit 153: Chart on The Netherlands - Market size and forecast 2024-2029 ($ million)
Exhibit 154: Data Table on The Netherlands - Market size and forecast 2024-2029 ($ million)
Exhibit 155: Chart on The Netherlands - Year-over-year growth 2024-2029 (%)
Exhibit 156: Data Table on The Netherlands - Year-over-year growth 2024-2029 (%)
Exhibit 157: Chart on Spain - Market size and forecast 2024-2029 ($ million)
Exhibit 158: Data Table on Spain - Market size and forecast 2024-2029 ($ million)
Exhibit 159: Chart on Spain - Year-over-year growth 2024-2029 (%)
Exhibit 160: Data Table on Spain - Year-over-year growth 2024-2029 (%)
Exhibit 161: Chart on APAC - Market size and forecast 2024-2029 ($ million)
Exhibit 162: Data Table on APAC - Market size and forecast 2024-2029 ($ million)
Exhibit 163: Chart on APAC - Year-over-year growth 2024-2029 (%)
Exhibit 164: Data Table on APAC - Year-over-year growth 2024-2029 (%)
Exhibit 165: Chart on Regional Comparison - APAC
Exhibit 166: Data Table on Regional Comparison - APAC
Exhibit 167: Chart on China - Market size and forecast 2024-2029 ($ million)
Exhibit 168: Data Table on China - Market size and forecast 2024-2029 ($ million)
Exhibit 169: Chart on China - Year-over-year growth 2024-2029 (%)
Exhibit 170: Data Table on China - Year-over-year growth 2024-2029 (%)
Exhibit 171: Chart on Japan - Market size and forecast 2024-2029 ($ million)
Exhibit 172: Data Table on Japan - Market size and forecast 2024-2029 ($ million)
Exhibit 173: Chart on Japan - Year-over-year growth 2024-2029 (%)
Exhibit 174: Data Table on Japan - Year-over-year growth 2024-2029 (%)
Exhibit 175: Chart on India - Market size and forecast 2024-2029 ($ million)
Exhibit 176: Data Table on India - Market size and forecast 2024-2029 ($ million)
Exhibit 177: Chart on India - Year-over-year growth 2024-2029 (%)
Exhibit 178: Data Table on India - Year-over-year growth 2024-2029 (%)
Exhibit 179: Chart on South Korea - Market size and forecast 2024-2029 ($ million)
Exhibit 180: Data Table on South Korea - Market size and forecast 2024-2029 ($ million)
Exhibit 181: Chart on South Korea - Year-over-year growth 2024-2029 (%)
Exhibit 182: Data Table on South Korea - Year-over-year growth 2024-2029 (%)
Exhibit 183: Chart on Australia - Market size and forecast 2024-2029 ($ million)
Exhibit 184: Data Table on Australia - Market size and forecast 2024-2029 ($ million)
Exhibit 185: Chart on Australia - Year-over-year growth 2024-2029 (%)
Exhibit 186: Data Table on Australia - Year-over-year growth 2024-2029 (%)
Exhibit 187: Chart on Indonesia - Market size and forecast 2024-2029 ($ million)
Exhibit 188: Data Table on Indonesia - Market size and forecast 2024-2029 ($ million)
Exhibit 189: Chart on Indonesia - Year-over-year growth 2024-2029 (%)
Exhibit 190: Data Table on Indonesia - Year-over-year growth 2024-2029 (%)
Exhibit 191: Chart on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
Exhibit 192: Data Table on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
Exhibit 193: Chart on Middle East and Africa - Year-over-year growth 2024-2029 (%)
Exhibit 194: Data Table on Middle East and Africa - Year-over-year growth 2024-2029 (%)
Exhibit 195: Chart on Regional Comparison - Middle East and Africa
Exhibit 196: Data Table on Regional Comparison - Middle East and Africa
Exhibit 197: Chart on Turkey - Market size and forecast 2024-2029 ($ million)
Exhibit 198: Data Table on Turkey - Market size and forecast 2024-2029 ($ million)
Exhibit 199: Chart on Turkey - Year-over-year growth 2024-2029 (%)
Exhibit 200: Data Table on Turkey - Year-over-year growth 2024-2029 (%)
Exhibit 201: Chart on South Africa - Market size and forecast 2024-2029 ($ million)
Exhibit 202: Data Table on South Africa - Market size and forecast 2024-2029 ($ million)
Exhibit 203: Chart on South Africa - Year-over-year growth 2024-2029 (%)
Exhibit 204: Data Table on South Africa - Year-over-year growth 2024-2029 (%)
Exhibit 205: Chart on UAE - Market size and forecast 2024-2029 ($ million)
Exhibit 206: Data Table on UAE - Market size and forecast 2024-2029 ($ million)
Exhibit 207: Chart on UAE - Year-over-year growth 2024-2029 (%)
Exhibit 208: Data Table on UAE - Year-over-year growth 2024-2029 (%)
Exhibit 209: Chart on Saudi Arabia - Market size and forecast 2024-2029 ($ million)
Exhibit 210: Data Table on Saudi Arabia - Market size and forecast 2024-2029 ($ million)
Exhibit 211: Chart on Saudi Arabia - Year-over-year growth 2024-2029 (%)
Exhibit 212: Data Table on Saudi Arabia - Year-over-year growth 2024-2029 (%)
Exhibit 213: Chart on Israel - Market size and forecast 2024-2029 ($ million)
Exhibit 214: Data Table on Israel - Market size and forecast 2024-2029 ($ million)
Exhibit 215: Chart on Israel - Year-over-year growth 2024-2029 (%)
Exhibit 216: Data Table on Israel - Year-over-year growth 2024-2029 (%)
Exhibit 217: Chart on South America - Market size and forecast 2024-2029 ($ million)
Exhibit 218: Data Table on South America - Market size and forecast 2024-2029 ($ million)
Exhibit 219: Chart on South America - Year-over-year growth 2024-2029 (%)
Exhibit 220: Data Table on South America - Year-over-year growth 2024-2029 (%)
Exhibit 221: Chart on Regional Comparison - South America
Exhibit 222: Data Table on Regional Comparison - South America
Exhibit 223: Chart on Brazil - Market size and forecast 2024-2029 ($ million)
Exhibit 224: Data Table on Brazil - Market size and forecast 2024-2029 ($ million)
Exhibit 225: Chart on Brazil - Year-over-year growth 2024-2029 (%)
Exhibit 226: Data Table on Brazil - Year-over-year growth 2024-2029 (%)
Exhibit 227: Chart on Argentina - Market size and forecast 2024-2029 ($ million)
Exhibit 228: Data Table on Argentina - Market size and forecast 2024-2029 ($ million)
Exhibit 229: Chart on Argentina - Year-over-year growth 2024-2029 (%)
Exhibit 230: Data Table on Argentina - Year-over-year growth 2024-2029 (%)
Exhibit 231: Chart on Colombia - Market size and forecast 2024-2029 ($ million)
Exhibit 232: Data Table on Colombia - Market size and forecast 2024-2029 ($ million)
Exhibit 233: Chart on Colombia - Year-over-year growth 2024-2029 (%)
Exhibit 234: Data Table on Colombia - Year-over-year growth 2024-2029 (%)
Exhibit 235: Market opportunity by geography ($ million)
Exhibit 236: Data Tables on Market opportunity by geography ($ million)
Exhibit 237: Impact of drivers and challenges in 2024 and 2029
Exhibit 238: Overview on criticality of inputs and factors of differentiation
Exhibit 239: Overview on factors of disruption
Exhibit 240: Impact of key risks on business
Exhibit 241: Companies covered
Exhibit 242: Company ranking index
Exhibit 243: Matrix on companies position and classification
Exhibit 244: Altair Engineering Inc. - Overview
Exhibit 245: Altair Engineering Inc. - Business segments
Exhibit 246: Altair Engineering Inc. - Key news
Exhibit 247: Altair Engineering Inc. - Key offerings
Exhibit 248: Altair Engineering Inc. - Segment focus
Exhibit 249: SWOT
Exhibit 250: Alteryx Inc. - Overview
Exhibit 251: Alteryx Inc. - Product / Service
Exhibit 252: Alteryx Inc. - Key news
Exhibit 253: Alteryx Inc. - Key offerings
Exhibit 254: SWOT
Exhibit 255: Amazon Web Services Inc. - Overview
Exhibit 256: Amazon Web Services Inc. - Product / Service
Exhibit 257: Amazon Web Services Inc. - Key news
Exhibit 258: Amazon Web Services Inc. - Key offerings
Exhibit 259: SWOT
Exhibit 260: Anaconda Inc. - Overview
Exhibit 261: Anaconda Inc. - Product / Service
Exhibit 262: Anaconda Inc. - Key offerings
Exhibit 263: SWOT
Exhibit 264: Databricks Inc. - Overview
Exhibit 265: Databricks Inc. - Product / Service
Exhibit 266: Databricks Inc. - Key offerings
Exhibit 267: SWOT
Exhibit 268: DataRobot Inc. - Overview
Exhibit 269: DataRobot Inc. - Product / Service
Exhibit 270: DataRobot Inc. - Key offerings
Exhibit 271: SWOT
Exhibit 272: Google DeepMind - Overview
Exhibit 273: Google DeepMind - Product / Service
Exhibit 274: Google DeepMind - Key offerings
Exhibit 275: SWOT
Exhibit 276: H2O.ai Inc. - Overview
Exhibit 277: H2O.ai Inc. - Product / Service
Exhibit 278: H2O.ai Inc. - Key offerings
Exhibit 279: SWOT
Exhibit 280: IBM Corp. - Overview
Exhibit 281: IBM Corp. - Business segments
Exhibit 282: IBM Corp. - Key news
Exhibit 283: IBM Corp. - Key offerings
Exhibit 284: IBM Corp. - Segment focus
Exhibit 285: SWOT
Exhibit 286: KNIME AG - Overview
Exhibit 287: KNIME AG - Product / Service
Exhibit 288: KNIME AG - Key offerings
Exhibit 289: SWOT
Exhibit 290: Microsoft Corp. - Overview
Exhibit 291: Microsoft Corp. - Business segments
Exhibit 292: Microsoft Corp. - Key news
Exhibit 293: Microsoft Corp. - Key offerings
Exhibit 294: Microsoft Corp. - Segment focus
Exhibit 295: SWOT
Exhibit 296: NVIDIA Corp. - Overview
Exhibit 297: NVIDIA Corp. - Business segments
Exhibit 298: NVIDIA Corp. - Key news
Exhibit 299: NVIDIA Corp. - Key offerings
Exhibit 300: NVIDIA Corp. - Segment focus
Exhibit 301: SWOT
Exhibit 302: Oracle Corp. - Overview
Exhibit 303: Oracle Corp. - Business segments
Exhibit 304: Oracle Corp. - Key news
Exhibit 305: Oracle Corp. - Key offerings
Exhibit 306: Oracle Corp. - Segment focus
Exhibit 307: SWOT
Exhibit 308: Palantir Technologies Inc. - Overview
Exhibit 309: Palantir Technologies Inc. - Product / Service
Exhibit 310: Palantir Technologies Inc. - Key offerings
Exhibit 311: SWOT
Exhibit 312: SAS Institute Inc. - Overview
Exhibit 313: SAS Institute Inc. - Product / Service
Exhibit 314: SAS Institute Inc. - Key news
Exhibit 315: SAS Institute Inc. - Key offerings
Exhibit 316: SWOT
Exhibit 317: Inclusions checklist
Exhibit 318: Exclusions checklist
Exhibit 319: Currency conversion rates for US$
Exhibit 320: Research methodology
Exhibit 321: Information sources
Exhibit 322: Data validation
Exhibit 323: Validation techniques employed for market sizing
Exhibit 324: Data synthesis
Exhibit 325: 360 degree market analysis
Exhibit 326: List of abbreviations
Executive Summary
The following companies are recognized as the key players in the global global machine learning software market: Altair Engineering Inc., Alteryx Inc., Amazon Web Services Inc., Anaconda Inc., BenevolentAI, C3.ai Inc., Cerebras Systems Inc., Databricks Inc., DataRobot Inc., Google DeepMind, Graphcore Ltd., H2O.ai Inc., IBM Corp., KNIME AG, Microsoft Corp., NVIDIA Corp., OpenAI, Oracle Corp., Palantir Technologies Inc., SAS Institute Inc..Commenting on the report, an analyst from the research team said: "The latest trend gaining momentum in the market is proliferation of generative ai across industries."
According to the report, one of the major drivers for this market is the proliferation of big data and imperative for advanced analytics.
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 a SWOT analysis of the key vendors.
Companies Mentioned (Partial List)
A selection of companies mentioned in this report includes, but is not limited to:
- Altair Engineering Inc.
- Alteryx Inc.
- Amazon Web Services Inc.
- Anaconda Inc.
- BenevolentAI
- C3.ai Inc.
- Cerebras Systems Inc.
- Databricks Inc.
- DataRobot Inc.
- Google DeepMind
- Graphcore Ltd.
- H2O.ai Inc.
- IBM Corp.
- KNIME AG
- Microsoft Corp.
- NVIDIA Corp.
- OpenAI
- Oracle Corp.
- Palantir Technologies Inc.
- SAS Institute Inc.
