Deep Learning

Enterprise, Consumer, and Government Applications for Deep Learning Software, Hardware, and Services: Market Analysis and Forecasts for 125 Use Cases across 30 Industries

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Pages: 204
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Publication Date: 4Q 2018
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Deep learning is a buzzword that has been hyped by the business and technical press for years, often with relatively meager results that failed to live up to expectations.  But over the past 18 months, the true power of deep learning has been realized, thanks to advances in hardware and algorithms that use pattern recognition applied in a continuous learning loop, enabling them to train themselves to perform tasks without requiring explicit programming code. Indeed, some of the most successful deep learning use cases in use today center around incremental and practical advancements in areas such as image recognition, text analysis, product recommendations, fraud prevention, and content curation. The sheer power of deep learning, however, is likely to lead to the development of more powerful and disruptive applications of tomorrow, such as driverless cars, personalized education, and preventative healthcare.

Deep learning has been a key point of focus for many companies, given its potential to transform entire industries. Current leaders in the deep learning market include Google, Facebook, Microsoft, IBM, Amazon, Baidu, and others. Tractica believes the opportunity for deep learning spans a wide range of industries and geographies and is particularly disruptive in highly domain-specific markets with high-volume data needs and ontologies, and those with growing applications for machine perception. Deep learning software revenue is estimated to grow from $3 billion in 2017 to $67.2 billion by 2025.

This Tractica report examines the practical application of deep learning within consumer, enterprise, and government markets.  The report provides strategic analysis and market forecasts for 125 deep learning use cases within 30 industry sectors, including an assessment of benefits and implementation considerations along with a quantification of the market opportunity for each use case.  Market forecasts include deep learning software, hardware, and services revenue, segmented by world region, for the period from 2017 through 2025.  The report also includes profiles of 28 key players within the evolving deep learning market ecosystem.

Key Questions Addressed:

  • What is the current state of the deep learning market and what drivers and barriers will shape its development over the next several years?
  • What are the critical technology issues and configuration considerations businesses should know during the planning and implementation process?
  • How and where will businesses gain (in cost savings and/or revenues) from applying deep learning technologies to their business processes and objectives?
  • What are the primary use cases for deep learning in consumer, enterprise, and government markets?
  • Who are the key players in the enterprise deep learning market, what is their competitive positioning, and which are poised for greatest success?
  • What is the size of the deep learning market opportunity and how does it vary by industry and use case?

Who Needs This Report?

  • Enterprise software companies
  • Semiconductor and component manufacturers
  • Service providers and systems integrators
  • End-user organizations deploying deep learning systems
  • Industry associations
  • Government agencies
  • Investor community

Table of Contents

  1. Executive Summary
    1. Introduction
    2. Market Drivers
    3. Market Barriers
    4. Technology Issues
    5. Use Cases for Deep Learning
  2. Market Issues
    1. Market Drivers
      1. The Digitization of Society and Data at Scale
        1. Emerging Hardware and Interfaces Accelerate Digitization
      2. Computation at Scale
        1. Exponential Advancements in Hardware Speed
        2. Significant Improvements in Algorithms
      3. Efficiency Gains and Accuracy Improvements
      4. Societal Benefits
      5. Enterprise Giants Progressing Rapidly
      6. The Deep Learning Industry Is Coalescing
      7. Cost Drivers and Business Model Impacts
    2. Market Barriers
      1. Barriers to Understanding
      2. Social Conventions and Trust Issues
        1. Human Biases and Trust in Uncharted Territory
        2. Challenges to Adoption and Actionability
      3. Lack of Experienced Talent
      4. Job Displacement, Human Augmentation, and Transformation of Work
      5. Business Challenges Obtaining High-Integrity/Accurate Data for Training
      6. Ethical Risks and Unintended Consequences
        1. Algorithmic Accountability and Risks of Offloading Discretion and Freewill to Machines
      7. Opacity in Explainability
  3. Industry and Use Case Overview
    1. Industry Overview
    2. Advertising
      1. Advertising-Related Use Cases
      2. Ad Targeting and Media Buying
      3. Ad Insertions into Images and Video
      4. Performance Reporting and Analytics of Ad Campaigns
      5. Human Emotion Analysis
    3. Aerospace
      1. Aerospace-Related Use Cases
      2. Object Detection/Identification
      3. Sensor Data Fusion
      4. Predictive Maintenance
    4. Agriculture
      1. Agriculture-Related Use Cases
      2. Sensor Data Analytics
      3. Satellite Imagery for Geo-Analytics
      4. Food Safety
      5. Object Detection/Identification
      6. Sensor Data Fusion
      7. Weather Forecasting
    5. Automotive
      1. Automotive-Related Use Cases
      2. Object Detection/Identification
      3. Simulating Worlds for AI Training
      4. Voice/Speech Recognition
      5. Predictive Maintenance
      6. Sensor Data Fusion in MachineryBuilding Automation
    6. Building Automation
    7. Business Services
      1. Business Services-Related Use Cases
      2. Customer Service and Marketing Virtual Digital Assistants
      3. Video Surveillance
      4. Intelligent Customer Relationship Management Systems
      5. Prevention of Cybersecurity Threats
      6. Intelligent Recruitment and Human Resources Systems
    8. Consumer
      1. Consumer-Related Use Cases
      2. Voice/Speech Recognition
      3. Face Recognition
      4. Search Engine Queries
      5. Social Media Feed Curation
      6. Product Recommendations
      7. Static Image Recognition, Classification, and Tagging
    9. Construction
      1. Construction-Related Use Cases
      2. Worker Safety
    10. Defense
      1. Defense-Related Use Cases
      2. Agent-Based Simulations
      3. Prevention against Cybersecurity Threats
      4. Vehicle Network and Data Security
      5. Object Detection/Identification
      6. Sensor Data Fusion
    11. Education
      1. Education-Related Use Cases
      2. Automatic Grading of Tests
    12. Energy
      1. Energy-Related Use Cases
      2. Weather Forecasting
    13. Fashion
      1. Fashion Trend Prediction
    14. Finance
      1. Finance-Related Use Cases
      2. Surveillance
      3. Risk Assessment and Compliance
    15. Gaming
      1. Gaming-Related Use Cases
      2. Game Development
      3. Game Monetization and Personalization
    16. Public Sector
      1. Public Sector-Related Use Cases
      2. Video Surveillance
      3. Converting Paperwork into Digital Data
      4. Face Recognition
      5. Crime Reduction and Prevention
    17. Healthcare
      1. Healthcare-Related Use Cases
      2. Medical Image Analysis
      3. Computational Drug Discovery and Drug Effectiveness
      4. Healthcare Virtual Digital Assistants
      5. Medical Diagnostic Assistance
    18. Information Technology
      1. Information Technology-Related Use Cases
      2. Augmented Reality/Virtual Reality Development
      3. Network/Information Technology Operations Monitoring and Management
      4. Website Personalization
    19. Investment
      1. Investment-Related Use Cases
      2. Algorithmic Trading Strategy Performance Improvement
      3. Market Intelligence and Data Analytics for Investment
    20. Legal
      1. Legal-Related Use Cases
      2. Patent Research and Analysis
      3. Contract Analysis
      4. Automated Report Generation
    21. Logistics
      1. Logistics-Related Use Cases
      2. Localization and Mapping
      3. Supply Chain and Logistics
      4. Demand Forecasting
    22. Manufacturing
      1. Manufacturing-Related Use Cases
      2. Product Lifecycle Management
      3. Predictive Maintenance
      4. Object Detection/Identification
      5. Sensor Data Fusion
    23. Media and Entertainment
      1. Media and Entertainment-Related Use Cases
      2. Social Media Publishing and Management
      3. Human Emotion Analysis
      4. Algorithmic News Stories
    24. Oil, Gas, and Mining
      1. Oil, Gas, and Mining-Related Use Cases
      2. Oil Production Optimization
    25. Real Estate
      1. Real Estate-Related Use Cases
      2. Real Estate Development Optimization
    26. Retail
      1. Retail-Related Use Cases
      2. Sentiment Analysis
      3. Video Surveillance
      4. Visual Search-Based E-Commerce
      5. E-Commerce & Sales Virtual Digital Assistants
      6. Crowd Analytics
      7. Predictive Analytics for Retail
    27. Sports
      1. Sports-Related Use Cases
      2. Video Surveillance
      3. Game Outcome Predictions for Betting
    28. Telecommunications
      1. Telecommunications-Related Use Cases
      2. Network/Information Technology Operations Monitoring and Management
      3. Predictive Maintenance
    29. Transportation
      1. Transportation-Related Use Cases
      2. Predicting Traffic Density
      3. Predictive Maintenance
    30. Insurance
      1. Insurance-Related Use Cases
      2. Patient Data Processing
      3. Converting Paperwork into Digital Data
      4. Claims Processing
    31.  Scientific Research
      1. Scientific Research-Related Use Cases
      2. Space Exploration
      3. Create Synthetic Life Forms
      4. High-Performance Computing Simulations
  4. Technology Issues
    1. Contextualizing Deep Learning
    2. What Is Deep Learning?
    3. Practical Components of Implementation
      1. Criteria for Deep Learning Application
        1. Applying Deep Learning for Feature Engineering and in Conjunction with Other Technologies
      2. Technical Obtaining of High-Integrity/Accuracy Data for Training
      3. Human Supervision and Semi-Supervision
    4. Various Hardware and Software Configurations of Deep Learning
      1. Deep Learning Frameworks and Development
      2. Chip and Device-Based Deep Learning
      3. An Increasingly Open-Source Market
  5. Key Industry Players
    1.  ai-one
    2. Amazon
    3. Apple
    4. Baidu
    5. Clarifai
    6. Declara
    7. Deep Instinct
    8. DigitalGenius
    9. Facebook
    10. Google
    11. ai
    12. IBM
    13. Indico
    14. Intel
    15. Iris Automation
    16. Microsoft
    17. Mobileye
    18. NVIDIA
    19. OpenAI
    20. Ripjar
    21. Salesforce
    22. Sentient Technologies
    23. Skymind
    24. SparkCognition
    25. Tencent
    26. TeraDeep
    27. Uber
    28. Vicarious
  6. Market Forecasts
    1. Forecast Methodology
    2. Global Deep Learning Market Forecasts
      1. Deep Learning Software Revenue
      2. Total Revenue for Deep Learning Software, Services, and Hardware
      3. Deep Learning Software Revenue by Industry
      4. Deep Learning in the Advertising Industry
      5. Deep Learning in the Aerospace Industry
      6. Deep Learning in the Agriculture Industry
      7. Deep Learning in the Automotive Industry
      8. Deep Learning in the Building Automation Industry
      9. Deep Learning in the Business Services Industry
      10. Deep Learning in the Construction Industry
      11. Deep Learning in the Consumer Sector
      12. Deep Learning in the Defense Sector
      13. Deep Learning in the Education Industry
      14. Deep Learning in the Energy Industry
      15. Deep Learning in the Fashion Industry
      16. Deep Learning in the Finance Industry
      17. Deep Learning in the Gaming Industry
      18. Deep Learning in the Public Sector
      19. Deep Learning in the Healthcare Industry
      20. Deep Learning in the Information Technology Industry
      21. Deep Learning in the Investment Industry
      22. Deep Learning in the Legal Industry
      23. Deep Learning in the Logistics Industry
      24. Deep Learning in the Manufacturing Industry
      25. Deep Learning in the Media & Entertainment Industry
      26. Deep Learning in the Oil, Gas, and Mining Industry
      27. Deep Learning in the Real Estate Industry
      28. Deep Learning in the Retail Industry
      29. Deep Learning in the Sports Industry
      30. Deep Learning in the Telecommunications Industry
      31. Deep Learning in the Transportation Industry
      32. Deep Learning in the Insurance Industry
      33. Deep Learning in the Scientific Research Industry
    3. Deep Learning-Driven Services Revenue
      1. Deep Learning-Driven Installation Services
      2. Deep Learning-Driven Training Services
      3. Deep Learning-Driven Customization Services
      4. Deep Learning-Driven Application Integration Services
      5. Deep Learning-Driven Maintenance and Support Services
    4. Deep Learning-Driven Cloud Services Revenue
    5. Deep Learning-Driven Hardware Revenue
      1. Deep Learning-Driven Chipset Revenue
      2. Deep Learning-Driven Network Product Revenue
      3. Deep Learning-Driven Storage Device Revenue
  7. Key Findings, Recommendations, and Conclusion
    1. Key Takeaways
    2. Recommendations
    3. Conclusion
  8.  Acronym and Abbreviation List
  9. Company Directory
  10. Table of Contents
  11. Table of Charts and Figures
  12. Scope of Study, Sources and Methodology, Notes

List of Charts, Figures, and Tables

Charts
  • Deep Learning Total Revenue by Segment, World Markets: 2017-2025
  • Deep Learning Software Revenue by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue by Industry, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Advertising Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Aerospace Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Agriculture Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Automotive Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Building Automation Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Business Services Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Construction Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Consumer Sector by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Defense Sector by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Education Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Energy Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Fashion Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Finance Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Gaming Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Public Sector by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Healthcare Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Information Technology Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Investment Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Legal Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Logistics Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Manufacturing Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Media & Entertainment Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Oil, Gas, and Mining Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Real Estate Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Retail Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Sports Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Telecommunications Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Transportation Industry by Region, World Markets: 2017-2025
  • Deep Learning Services Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Installation Services Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Training Services Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Customization Services Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Application Integration Services Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Support and Maintenance Services Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Cloud Services Revenue by Region, World Markets: 2017-2025
  • Deep Learning Hardware Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Hardware Revenue by Product Category, World Markets: 2017-2025
  • Deep Learning-Driven GPU Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven CPU, ASIC, FPGA Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Network Products Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Storage Device Revenue by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Insurance Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Scientific Research Industry by Region, World Markets: 2017-2025
  • Deep Learning-Driven Crowdsourced Market Research Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Waste Sorting and Recycling Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Real-Time Media and Social Intelligence Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Automated Tour Guide and Itinerary Service Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Digital Pathology Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Music Production and Generation Revenue by Region, World Markets: 2017-2025
Figures
  • The Virtuous Cycle of Intelligent Algorithms
  • Massachusetts Institute of Technology’s Mathematical Models Reveal Patterns for How Innovation Arises
  • Chinese Deep Learning Projects
  • Stitch Fix Uses Deep Learning to Analyze Styles and Design New Clothing
  • Xerox Research Scientists Simulate Driving Conditions Using Video Game Development Engine
  • Analysis and Automation Can Occur at Every Level of Maintenance
  • The Ordering of Search Results Has Influence
  • Peltarion’s Model Analyzes Millions of Data Points for Real Estate Valuations
  • AI Encompasses Numerous Technologies
  • Biological Neurons versus Artificial Deep Neural Networks
  • Schematic Representation of a Deep Neural Network
  • Dark Data Accounts for the Majority of Enterprise Data
  • Common Deep Learning Frameworks
  • Summary of Neural Network Types
Tables
  • Deep Learning Software Revenue by Region, World Markets: 2017-2025
  • Deep Learning Total Revenue by Segment, World Markets: 2017-2025
  • Deep Learning Hardware Revenue by Region, World Markets: 2017-2025
  • Deep Learning Services Revenue by Region, World Markets: 2017-2025
  • Deep Learning Total Software, Service, and Hardware Revenue by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue by Industry, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Advertising Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Aerospace Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Agriculture Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Automotive Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Building Automation Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Business Services Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Consumer Sector by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Defense Sector by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Education Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Fashion Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Finance Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Gaming Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Healthcare Sector by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Information Technology Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Investment Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Legal Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Legal Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Manufacturing Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Media & Entertainment Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Real Estate Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Retail Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Telecommunications Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Transportation Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Sports Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Energy Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Construction Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Public Sector Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Oil, Gas, and Mining Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Insurance Industry by Region, World Markets: 2017-2025
  • Deep Learning Software Revenue in the Scientific Research Industry by Region, World Markets: 2017-2025
  • Deep Learning-Driven Hardware Revenue by Product Category, World Markets: 2017-2025
  • Deep Learning-Driven Cloud Services Revenue, World Markets: 2017-2025
  • Deep Learning Cloud Services Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven CPU, ASIC, FPGA Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven GPU Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Network Products Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Storage Devices Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Services Revenue by Service Category: 2017-2025
  • Deep Learning-Driven Installation Services Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Training Services Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Customization Services Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Application Integration Services Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Support and Maintenance Services Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Video Surveillance Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Network/IT Operations Monitoring and Management Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Customer Service & Marketing Virtual Digital Assistants Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Voice/Speech Recognition Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Machine/Vehicular Object Detection/Identification/Avoidance Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Medical Image Analysis Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Ad Targeting and Media Buying Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Patient Data Processing Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Sentiment Analysis Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Augmented Reality/Virtual Reality Development Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Ad Insertions into Images and Video Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Algorithmic Trading Strategy Performance Improvement Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Patent Research and Analysis Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Face Recognition Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Localization and Mapping Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Predictive Maintenance Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Product Lifecycle Management Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Performance Reporting and Analytics of Ad Campaigns Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Human Emotion Analysis Services Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Social Media Publishing and Management Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Visual Search-Based E-Commerce Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Converting Paperwork into Digital Data Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Game Development Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Computational Drug Discovery and Drug Effectiveness Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Intelligent Recruitment and HR systems Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Sensor Data Fusion in Machinery Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Static Image Recognition, Classification, and Tagging Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Intelligent Customer Resource Management Systems Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Sensor Data Analytics Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Automated Report Generation Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Prevention against Cybersecurity Threats Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Healthcare Virtual Digital Assistants Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Simulating Worlds for AI Training Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven E-Commerce & Sales Virtual Digital Assistants Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Satellite Imagery for Geo-Analytics Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Agent-Based Simulations for Decision Making Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Vehicle Network and Data Security Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Search Engine Queries Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Video Content Analysis Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Business Application Virtual Digital Assistants Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Social Media Feed Curation Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Improve Customer Experience Management Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Digital Experience Marketing Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Predictive Coding Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven News and Feed Curation for Consumers Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Energy Management Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Supermarket Shelf Analytics Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Text-Based Automated Bots Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Product Recommendations Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Real Estate Development Optimization Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Predictive Analytics for Retail Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Food Safety Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Simulating Crowds Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Textual Question Answering Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Space Exploration Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Creative Workflow Intelligence Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Medical Treatment Recommendation Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Risk Assessment and Compliance Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Audio and Video Mining Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Weather Forecasting Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Game Outcome Predictions for Betting Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Predicting Traffic Density Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Biomarker Discovery Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Claims Processing Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Genomic Data Mapping and Analysis for Personalized Healthcare and Precision Medicine Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Medical Diagnosis Assistance Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Crop Health Analysis Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven 3D Printing Arm Control Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Medication Compliance for Clinical Trials and General Usage Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Automated On-Road Customer Service Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Fashion Trend Predictions Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Biomarker-Based Athlete Performance Optimization Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Font Recognition and Suggestions Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Clustering and Phenotype Discovery Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Supply Chain & Logistics Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Methods for Monitoring Vitals Services Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Fraud Mitigation Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Crime Reduction and Prevention Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Game Monetization and Personalization Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Worker Safety Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Predicting Illness and Patient Outcomes Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Music Recommendations Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Contextual Intelligence for Mobile Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Text Classification and Mining for Biomedical Literature Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Nuclear/Power Plant Safety Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Spoken Fluency Evaluation Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Website Personalization Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Tax Filing and Processing Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Truck Platooning Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Predicting Social Unrest and Geopolitical Events Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Automated Grading of Tests Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Video Production and Editing Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Biometric Identification Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Sports Video and Stat Analytics Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Street Lighting Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Predictive Typing Assistant Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Behavioral Analytics Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Inventory Management Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Market Intelligence for Scientific Research Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Employee Expense Management Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Crowd Analytics Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Film Script Analysis Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Relationships and Matchmaking Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Algorithmic News Stories Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Sentiment Analysis in Customer Care Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Quality Monitoring Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Gesture Recognition Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Dialect Classification Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Demand Forecasting for Warehouse and Supply Chain Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Customer Store Visit Analytics Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Procurement Management Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Portable and Low-Cost Ultrasound Devices Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Project and Stakeholder Management Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Virtual Testing and Simulation for Racing Cars Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Computer-Aided Design Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Interactive Window Displays Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Smart Oven Control with Food Recognition Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Computer-Aided Art Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Counterfeit Drug Analysis Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Sports Team Selection Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Market Intelligence and Data Analytics for Investment Revenue by Region, World Markets: 2017-2025
  • Deep Learning-Driven Driver Face Analytics and Emotion Recognition Revenue by Region, World Markets: 2017-2025
  • Additional Industry Participants