Chapter 1. Executive Summary
1.1. Global Machine Learning in Communication Market Size and Forecast, 2019 - 2031 (USD Million)
1.2. Global Machine Learning in Communication Market Snapshot, by Segmentation
1.3. Global Machine Learning in Communication Market Snapshot, by Region
1.4. Global Machine Learning in Communication Market Snapshot, by Manufacturers
Chapter 2. Research Methodology
2.1. Research Approach
2.2. Scope, Definition, and Assumptions
2.3. Data Sources
2.3.1.Secondary Sources
2.3.1.1. Preliminary Data Mining
2.3.2.Primary Sources
2.3.2.1. Statistical Model
2.3.2.2. Data Triangulation
2.3.2.3. Research Objective
Chapter 3. Market Outlook
3.1. Introduction
3.2. Key Trends
3.2.1.Component Trends
3.2.2.Deployment Trends
3.2.3.Application Trends
3.2.4.End-User Trends
3.3. Market Dynamics
3.3.1.Market Drivers
3.3.1.1. Impact Analysis of Market Drivers
3.3.2.Market Restraints
3.3.2.1. Impact Analysis of Market Restraints
3.3.3.Market Opportunities
3.3.3.1. Impact Analysis of Market Opportunities
3.3.4.Market Challenges
3.3.4.1. Impact Analysis of Market Challenges
3.4. Porter’s Five Forces’ Analysis
3.4.1.Bargaining Power of Suppliers
3.4.2.Bargaining Power of Buyers
3.4.3.Threat of New Entrant
3.4.4.Threat of Substitutes
3.4.5.Competitive Rivalry
3.5. Value Chain Analysis
3.6. COVID-19 Impact Assessment in Machine Learning in Communication Market
3.6.1.Impact Assessment on Global Machine Learning in Communication Market
3.6.2.Market Trends and Opportunities in the Covid-19 Landscape
3.7. Industry SWOT Analysis: Global Machine Learning in Communication Market
3.8. PESTLE Analysis: Global Machine Learning in Communication Market
Chapter 4. Competitive Landscape
4.1. Global Machine Learning in Communication Market Revenue and Share by Manufacturers (2021 and 2023)
4.2. Global Machine Learning in Communication Market Concentration Rate
4.2.1.Machine Learning in Communication Market Share of Top 3 and Top 5 Manufacturers
4.3. Competitive Environment, 2023
4.3.1.Player Competition Dashboard, 2023
4.3.2.Heat Map Analysis – Market Competition
4.3.3.Pyramid Analysis – Tier Wise Ranking
4.4. Strategic Framework
4.4.1.Partnership/Collaborations/Agreement
4.4.2.Expansion
4.4.3.Mergers & Acquisitions
4.4.4.New Product Development
Chapter 5. Global Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
5.1. Global Machine Learning in Communication Market Share, By Component, 2019 - 2031 (USD Million)
5.1.1.Hardware
5.1.1.1. Overview
5.1.1.2. Market Size and Projections, 2019 - 2031 (USD Million)
5.1.2.Software
5.1.2.1. Overview
5.1.2.2. Market Size and Projections, 2019 - 2031 (USD Million)
5.1.3.Services
5.1.3.1. Overview
5.1.3.2. Market Size and Projections, 2019 - 2031 (USD Million)
5.2. Market Attractiveness Analysis, by Component
Chapter 6. Global Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
6.1. Global Machine Learning in Communication Market Share, By Deployment, 2019 - 2031 (USD Million)
6.1.1.Cloud-Based
6.1.1.1. Overview
6.1.1.2. Market Size and Projections, 2019 - 2031 (USD Million)
6.1.2.On-Premises
6.1.2.1. Overview
6.1.2.2. Market Size and Projections, 2019 - 2031 (USD Million)
6.2. Market Attractiveness Analysis, by Deployment
Chapter 7. Global Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
7.1. Global Machine Learning in Communication Market Share, By Application, 2019 - 2031 (USD Million)
7.1.1.Network Optimization
7.1.1.1. Overview
7.1.1.2. Market Size and Projections, 2019 - 2031 (USD Million)
7.1.2.Fraud Detection
7.1.2.1. Overview
7.1.2.2. Market Size and Projections, 2019 - 2031 (USD Million)
7.1.3.Customer Experience Management
7.1.3.1. Overview
7.1.3.2. Market Size and Projections, 2019 - 2031 (USD Million)
7.1.4.Personalized Marketing
7.1.4.1. Overview
7.1.4.2. Market Size and Projections, 2019 - 2031 (USD Million)
7.1.5.Voice Recognition
7.1.5.1. Overview
7.1.5.2. Market Size and Projections, 2019 - 2031 (USD Million)
7.1.6.Predictive Analytics
7.1.6.1. Overview
7.1.6.2. Market Size and Projections, 2019 - 2031 (USD Million)
7.2. Market Attractiveness Analysis, by Application
Chapter 8. Global Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
8.1. Global Machine Learning in Communication Market Share, By End-User, 2019 - 2031 (USD Million)
8.1.1.Telecom Companies
8.1.1.1. Overview
8.1.1.2. Market Size and Projections, 2019 - 2031 (USD Million)
8.1.2.Healthcare
8.1.2.1. Overview
8.1.2.2. Market Size and Projections, 2019 - 2031 (USD Million)
8.1.3.Public Sector
8.1.3.1. Overview
8.1.3.2. Market Size and Projections, 2019 - 2031 (USD Million)
8.1.4.Media & Entertainment
8.1.4.1. Overview
8.1.4.2. Market Size and Projections, 2019 - 2031 (USD Million)
8.1.5.Manufacturing
8.1.5.1. Overview
8.1.5.2. Market Size and Projections, 2019 - 2031 (USD Million)
8.1.6.Automotive
8.1.6.1. Overview
8.1.6.2. Market Size and Projections, 2019 - 2031 (USD Million)
8.1.7.Others
8.1.7.1. Overview
8.1.7.2. Market Size and Projections, 2019 - 2031 (USD Million)
8.2. Market Attractiveness Analysis, by End-User
Chapter 9. Global Machine Learning in Communication Market Overview, By Geography, 2019 - 2031 (USD Million)
9.1. Global Machine Learning in Communication Market Share, By Geography, 2019 - 2031 (USD Million)
9.1.1.Market Size and Projections, by Countries, 2019 - 2031 (USD Million)
9.1.2.Market Share and CAGR Comparison, by Countries, 2023 and 2030 (%)
9.2. Market Attractiveness Analysis, by Geography
Chapter 10. North America Machine Learning in Communication Market Overview, By Countries, 2019 - 2031 (USD Million)
10.1.North America Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
10.1.1. Market size and projections, 2019 - 2031 (USD Million)
10.1.2. North America Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
10.1.3. North America Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
10.1.4. North America Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
10.1.5. North America Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
10.2.North America Machine Learning in Communication Market Overview, By Countries, 2019 - 2031 (USD Million)
10.2.1. U.S. Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
10.2.1.1. U.S. Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
10.2.1.2. U.S. Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
10.2.1.3. U.S. Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
10.2.1.4. U.S. Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
10.2.2. Canada Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
10.2.2.1. Canada Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
10.2.2.2. Canada Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
10.2.2.3. Canada Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
10.2.2.4. Canada Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
10.2.3. Mexico Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
10.2.3.1. Mexico Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
10.2.3.2. Mexico Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
10.2.3.3. Mexico Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
10.2.3.4. Mexico Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
Chapter 11. Europe Machine Learning in Communication Market Overview, By Countries, 2019 - 2031 (USD Million)
11.1.Europe Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
11.1.1. Market size and projections, 2019 - 2031 (USD Million)
11.1.2. Europe Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
11.1.3. Europe Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
11.1.4. Europe Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
11.1.5. Europe Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
11.2.Europe Machine Learning in Communication Market Overview, By Countries, 2019 - 2031 (USD Million)
11.2.1. Germany Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
11.2.1.1. Germany Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
11.2.1.2. Germany Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
11.2.1.3. Germany Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
11.2.1.4. Germany Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
11.2.2. France Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
11.2.2.1. France Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
11.2.2.2. France Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
11.2.2.3. France Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
11.2.2.4. France Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
11.2.3. UK Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
11.2.3.1. UK Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
11.2.3.2. UK Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
11.2.3.3. UK Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
11.2.3.4. UK Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
11.2.4. Italy Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
11.2.4.1. Italy Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
11.2.4.2. Italy Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
11.2.4.3. Italy Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
11.2.4.4. Italy Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
11.2.5. Russia Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
11.2.5.1. Russia Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
11.2.5.2. Russia Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
11.2.5.3. Russia Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
11.2.5.4. Russia Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
11.2.6. Rest of Europe Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
11.2.6.1. Rest of Europe Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
11.2.6.2. Rest of Europe Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
11.2.6.3. Rest of Europe Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
11.2.6.4. Rest of Europe Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
Chapter 12. Asia Pacific Machine Learning in Communication Market Overview, By Countries, 2019 - 2031 (USD Million)
12.1.Asia Pacific Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
12.1.1. Market size and projections, 2019 - 2031 (USD Million)
12.1.2. Asia Pacific Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
12.1.3. Asia Pacific Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
12.1.4. Asia Pacific Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
12.1.5. Asia Pacific Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
12.2.Asia Pacific Machine Learning in Communication Market Overview, By Countries, 2019 - 2031 (USD Million)
12.2.1. India Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
12.2.1.1. India Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
12.2.1.2. India Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
12.2.1.3. India Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
12.2.1.4. India Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
12.2.2. China Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
12.2.2.1. China Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
12.2.2.2. China Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
12.2.2.3. China Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
12.2.2.4. China Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
12.2.3. Japan Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
12.2.3.1. Japan Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
12.2.3.2. Japan Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
12.2.3.3. Japan Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
12.2.3.4. Japan Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
12.2.4. South Korea Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
12.2.4.1. South Korea Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
12.2.4.2. South Korea Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
12.2.4.3. South Korea Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
12.2.4.4. South Korea Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
12.2.5. Australia Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
12.2.5.1. Australia Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
12.2.5.2. Australia Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
12.2.5.3. Australia Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
12.2.5.4. Australia Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
12.2.6. Rest of Asia Pacific Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
12.2.6.1. Rest of Asia Pacific Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
12.2.6.2. Rest of Asia Pacific Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
12.2.6.3. Rest of Asia Pacific Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
12.2.6.4. Rest of Asia Pacific Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
Chapter 13. South America Machine Learning in Communication Market Overview, By Countries, 2019 - 2031 (USD Million)
13.1.South America Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
13.1.1. Market size and projections, 2019 - 2031 (USD Million)
13.1.2. South America Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
13.1.3. South America Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
13.1.4. South America Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
13.1.5. South America Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
13.2.South America Machine Learning in Communication Market Overview, By Countries, 2019 - 2031 (USD Million)
13.2.1. Brazil Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
13.2.1.1. Brazil Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
13.2.1.2. Brazil Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
13.2.1.3. Brazil Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
13.2.1.4. Brazil Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
13.2.2. Argentina Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
13.2.2.1. Argentina Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
13.2.2.2. Argentina Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
13.2.2.3. Argentina Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
13.2.2.4. Argentina Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
13.2.3. Rest of South America Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
13.2.3.1. Rest of South America Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
13.2.3.2. Rest of South America Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
13.2.3.3. Rest of South America Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
13.2.3.4. Rest of South America Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
Chapter 14. Middle East & Africa Machine Learning in Communication Market Overview, By Countries, 2019 - 2031 (USD Million)
14.1.Middle East & Africa Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
14.1.1. Market size and projections, 2019 - 2031 (USD Million)
14.1.2. Middle East & Africa Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
14.1.3. Middle East & Africa Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
14.1.4. Middle East & Africa Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
14.1.5. Middle East & Africa Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
14.2.Middle East & Africa Machine Learning in Communication Market Overview, By Countries, 2019 - 2031 (USD Million)
14.2.1. GCC Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
14.2.1.1. GCC Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
14.2.1.2. GCC Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
14.2.1.3. GCC Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
14.2.1.4. GCC Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
14.2.2. South Africa Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
14.2.2.1. South Africa Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
14.2.2.2. South Africa Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
14.2.2.3. South Africa Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
14.2.2.4. South Africa Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
14.2.3. Rest of Middle East & Africa Machine Learning in Communication Market Overview, 2019 - 2031 (USD Million)
14.2.3.1. Rest of Middle East & Africa Machine Learning in Communication Market Overview, By Component, 2019 - 2031 (USD Million)
14.2.3.2. Rest of Middle East & Africa Machine Learning in Communication Market Overview, By Deployment, 2019 - 2031 (USD Million)
14.2.3.3. Rest of Middle East & Africa Machine Learning in Communication Market Overview, By Application, 2019 - 2031 (USD Million)
14.2.3.4. Rest of Middle East & Africa Machine Learning in Communication Market Overview, By End-User, 2019 - 2031 (USD Million)
Chapter 15. Key Vendor Analysis
15.1.IBM Corporation*
15.1.1. Business Overview
15.1.2. Product Benchmarking
15.1.3. Financial Data
15.1.4. SWOT Analysis
15.1.5. Strategic Overview
15.1.6. Key Developments
*Similar sub-pointers will be included for rest of the companies listed below
15.2. Siemens AG
15.3. Amazon Web Services, Inc.
15.4. Gradient AI
15.5. Microsoft Corporation
15.6. Rockwell Automation, Inc.
15.7. General Electric Company
15.8. Google LLC
15.9. Intel Corporation
15.10.Nvidia Corporation
15.11.SAP SE
15.12.Advanced Micro Devices, Inc.
15.13.Clarifai, Inc.
15.14.Cisco Systems, Inc.
Chapter 16. Key Conclusions & Analyst Recommendations
Disclaimer