Deep Learning

Enterprise, Consumer, and Government Applications for Deep Learning Software, Hardware, and Services: Market Analysis and Forecasts for 112 Use Cases

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Pages: 171
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Publication Date: 2Q 2017
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Deep learning, a computing construct based loosely on the architecture of the human brain, has emerged as one of the most promising enabling technologies in the the world of artificial intelligence (AI). When exposed to vast amounts of data, deep learning systems develop basic pattern recognition, enabling algorithms to train themselves to perform tasks and adapt to new data. In the age of Big Data, when learning from and acting on so much data is the principal business objective, deep learning’s architectural autonomy is turning heads, attracting investment, and inspiring strategic and competitive shifts across virtually every industry.

Although many of the concepts underlying AI and technological biomimicry of human intelligence are well over 50 years old, deep learning’s growth today is the result of a rather sudden convergence of three key trends: big, even colossal, data generation; advancements in hardware capabilities; and improvements in algorithms.  These factors have accelerated research efforts in academia, as well as within startups and enterprises.  Businesses around the world are beginning to harness deep learning due to its ability to drive efficiencies in the form of speed, accuracy, agility, and access in several key areas including product development and improvement, process optimization and functional workflows, personalization and customer insight, sales optimization, and innovation and long-range strategy.

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 112 deep learning use cases within 28 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 2016 through 2025.  The report also includes profiles of 26 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
    6. Market Forecast
  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/Accuracy 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. Static Image Recognition, Classification, and Tagging
      2. Ad Insertions into Images and Video
      3. Advertising-Related Use Cases
    3. Aerospace
      1. Object Detection/Identification
      2. Predictive Maintenance
      3. Sensor Data Fusion
      4. Aerospace-Related Use Cases
    4. Agriculture
      1. Object Detection/Identification
      2. Satellite Imagery for Geo-Analytics
      3. Sensor Data Analysis (Internet of Things)
      4. Sensor Data Fusion
      5. Weather Forecasting
      6. Agriculture-Related Use Cases
    5. Automotive
      1. Object Detection/Identification
      2. Sensor Data Fusion
      3. Predictive Maintenance
      4. Automotive-Related Use Cases
    6. Building Automation
    7. Business Services
      1. Intelligent Customer Relationship Management Systems
      2. Prevention of Cybersecurity Threats
      3. Intelligent Recruitment and Human Resources Systems
      4. Business Services-Related Use Cases
    8. Consumer
      1. Static Image Recognition, Classification, and Tagging
      2. Search Engine Queries
      3. Product Recommendations
      4. Consumer-Related Use Cases
    9. Construction
      1. Construction-Related Use Cases
    10. Defense
      1. Object Detection/Identification
      2. Agent-Based Simulations
      3. Sensor Data Fusion
      4. Defense-Related Use Cases
    11. Education
      1. Education-Related Use Cases
    12. Energy
      1. Energy-Related Use Cases
    13. Fashion
      1. Fashion Trend Prediction
    14. Finance
      1. Risk Assessment and Compliance
      2. Finance-Related Use Cases
    15. Gaming
      1. Create Dynamic and Interactive Video Game Experiences
      2. Gaming-Related Use Cases
    16. Government
      1. Crowd Analytics
      2. Traffic Light Management
      3. Government-Related Use Cases
    17. Healthcare
      1. Efficient, Scalable Processing of Patient Data
      2. Medical Image Analysis
      3. Medical Diagnostic Assistance
      4. Healthcare-Related Use Cases
    18. Information Technology
      1. Information Technology-Related Use Cases
    19. Investment
      1. Investment-Related Use Cases
    20. Legal
      1. Legal-Related Use Cases
    21. Logistics
      1. Demand Forecasting
      2. Logistics-Related Use Cases
    22. Manufacturing
      1. Predictive Maintenance
      2. Object Detection/Identification
      3. Sensor Data Fusion
      4. Manufacturing-Related Use Cases
    23. Media and Entertainment
      1. Content Distribution on Social Media
      2. Human Emotion Analysis
      3. News Curation for Consumers
      4. Media and Entertainment-Related Use Cases
    24. Oil, Gas, and Mining
      1. Automated Geophysical Feature Detection
      2. Oil, Gas, and Mining-Related Use Cases
    25. Real Estate
      1. Real Estate-Related Use Cases
    26. Retail
      1. Crowd Analytics
      2. Predictive Analytics for Retail
      3. Retail-Related Use Cases
    27. Sports
      1. Game Outcome Predictions for Betting
      2. Sports-Related Use Cases
    28. Telecommunications
      1. Predictive Maintenance
      2. Telecommunications-Related Use Cases
    29. Transportation
      1. Predicting Traffic Density
      2. Transportation-Related Use Cases
  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. Will Deep Learning Enable a New Programming Paradigm?
  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 HardwareDeep Learning Software Revenue by Industry
      3. Deep Learning in the Advertising Industry
      4. Deep Learning in the Aerospace Industry
      5. Deep Learning in the Agriculture Industry
      6. Deep Learning in the Automotive Industry
      7. Deep Learning in the Building Automation Industry
      8. Deep Learning in the Business Services Industry
      9. Deep Learning in the Construction Industry
      10. Deep Learning in the Consumer Sector
      11. Deep Learning in the Defense Sector
      12. Deep Learning in the Education Industry
      13. Deep Learning in the Energy Industry
      14. Deep Learning in the Fashion Industry
      15. Deep Learning in the Finance Industry
      16. Deep Learning in the Gaming Industry
      17. Deep Learning in the Government Sector
      18. Deep Learning in the Healthcare Industry
      19. Deep Learning in the Information Technology Industry
      20. Deep Learning in the Investment Industry
      21. Deep Learning in the Legal Industry
      22. Deep Learning in the Logistics Industry
      23. Deep Learning in the Manufacturing Industry
      24. Deep Learning in the Media & Entertainment Industry
      25. Deep Learning in the Oil, Gas, and Mining Industry
      26. Deep Learning in the Real Estate Industry
      27. Deep Learning in the Retail Industry
      28. Deep Learning in the Sports Industry
      29. Deep Learning in the Telecommunications Industry
      30. Deep Learning in the Transportation 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. Company Directory
  9. Acronym and Abbreviation List
  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: 2016-2025
  • Deep Learning Software Revenue by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue by Region, World Markets: 2016-2025
  • Deep Learning Total Revenue by Segment, World Markets: 2016-2025
  • Deep Learning Software Revenue by Industry, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Advertising Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Aerospace Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Agriculture Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Automotive Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Building Automation Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Business Services Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Construction Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Consumer Sector by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Defense Sector by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Education Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Energy Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Fashion Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Finance Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Gaming Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Government Sector by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Information Technology Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Investment Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Legal Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Logistics Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Manufacturing Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Media & Entertainment Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Oil, Gas, and Mining Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Real Estate Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Retail Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Sports Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Telecommunications Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Transportation Industry by Region, World Markets: 2016-2025
  • Deep Learning Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Installation Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Training Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Customization Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Application Integration Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Support and Maintenance Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Cloud Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning Hardware Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Hardware Revenue by Product Category, World Markets: 2016-2025
  • Deep Learning-Driven GPU Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven CPU, ASIC, FPGA Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Network Products Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Storage Device Revenue by Region, World Markets: 2016-2025
Figures
  • The Virtuous Cycle of Intelligent Algorithms
  • Massachusetts Institute of Technology’s Mathematical Models Reveal Patterns for How Innovation Arises
  • Growing Use of Deep Learning at Google
  • 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 Analysis Millions of Data Points to Product Real Estate Valuations
  • Artificial Intelligence 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: 2016-2025
  • Deep Learning Total Revenue by Segment, World Markets: 2016-2025
  • Deep Learning Hardware Revenue by Region, World Markets: 2016-2025
  • Deep Learning Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning Total Software, Service, and Hardware Revenue by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue by Industry, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Advertising Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Aerospace Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Agriculture Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Automotive Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Building Automation Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Business Services Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Consumer Sector by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Defense Sector by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Education Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Fashion Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Finance Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Gaming Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Government Sector by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Healthcare Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Information Technology Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Investment Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Legal Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Logistics Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Manufacturing Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Media & Entertainment Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Oil, Gas, and Mining Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Real Estate Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Retail Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Telecommunications Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Transportation Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Sports Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Energy Industry by Region, World Markets: 2016-2025
  • Deep Learning Software Revenue in the Construction Industry by Region, World Markets: 2016-2025
  • Deep Learning-Driven Hardware Revenue by Product Category, World Markets: 2016-2025
  • Deep Learning-Driven Cloud Services Revenue, World Markets: 2016-2025
  • Deep Learning Cloud Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven CPU, ASIC, FPGA Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven GPU Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Network Products Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Storage Devices Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Services Revenue by Service Category: 2015-2014
  • Deep Learning-Driven Installation Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Training Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Customization Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Application Integration Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Support and Maintenance Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Static Image Recognition, Classification, and Tagging Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Machine/Vehicular Object Detection/Identification/Avoidance Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Patient Data Processing Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Algorithmic Trading Strategy Performance Improvement Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Converting Paperwork into Digital Data Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Medical Image Analysis Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Localization and Mapping Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Sentiment Analysis Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Social Media Publishing and Management Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Intelligent Recruitment and HR Systems Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Automated Report Generation Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Predictive Maintenance Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Intelligent CRM Systems Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Sensor Data Analytics Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Sensor Data Fusion in Machinery Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Chatbot-Based E-Commerce and Sales Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Prevention Against Cybersecurity Threats Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Voice/Speech Recognition Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Chatbot-Based Brand/Service Interaction Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Targeted Advertising Using Multi-Domain Customer Data (social, web, context) Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Visual Search Based E-Commerce Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Search Engine Queries Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Satellite Imagery for Geo-Analytics Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Vehicle Network and Data Security Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Agent-Based Simulations for Decision Making Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Ad Insertions into Images and Video Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Social Media Feed Curation Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Improve Customer Experience Management Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven News and Feed Curation for Consumers Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Text-Based Automated Bots Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Product Recommendation Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Performance Reporting and Analytics of Ad Campaigns Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Real Estate Development Optimization Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Human Emotion Analysis Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Food Safety Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Textual Question Answering Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Simulating Crowds Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Computational Drug Discovery Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Audio and Video Mining Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Weather Forecasting Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Game Outcome Predictions for Betting Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Font Recognition and Suggestions Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Predicting Traffic Density Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Video Content Analysis Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Risk Assessment and Compliance Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Create Dynamic and Interactive Video Game Experiences Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Building Automation and Energy Management Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Weed Identification Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Genomic Data Mapping and Analysis for Personalized Healthcare and Precision Medicine Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven 3D Printing Arm Control Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Predictive Analytics for Retail Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Simulating Worlds for AI Training Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Fashion Trend Predictions Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Object Detection for Surveillance Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Automated On-Road Customer Service Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Medical Treatment Recommendation Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Supply Chain & Logistics Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Fraud Mitigation Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Crime Reduction and Prevention Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Network/IT Operations Monitoring and Management Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Medical Diagnosis Assistance Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Face Recognition Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Enterprise Chatbots for Productivity and Collaboration Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Medication Compliance for Clinical Trials and General Usage Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Bio-Marker Discovery Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Product Lifecycle Management Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Music Recommendation Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Contextual Intelligence for Mobile Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Nuclear/Power Plant Safety Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Spoken Fluency Evaluation Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Real-Time Video Analytics Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Truck Platooning Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Website Creation Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Tax Filing and Processing Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Clustering and Phenotype Discovery Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Methods for Monitoring Vitals Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Video Editing Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Street Lighting Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Automated Grading of Tests Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Predictive Typing Assistant Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Biometric Identification Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Behavioral Analytics Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Predicting Illness and Patient Outcomes Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Text Classification and Mining for Biomedical Literature Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Biomarker-Based Athlete Performance Optimization Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Crowd Analytics Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Employee Expense Management Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Film Scene Structure Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Relationships and Matchmaking Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Market Intelligence for Life Sciences Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Gesture Recognition Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Dialect Classification Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Demand Forecasting for Warehouse and Supply Chain Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Procurement Management Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Predicting Social Unrest and Geopolitical Events Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Virtual Testing and Simulation for Racing Cars Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Project and Stakeholder Management Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Sports Statistics Analysis and Search Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Smart Oven Control with Food Recognition Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Computer-Aided Art Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Interactive Window Displays Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Computer-Aided Design Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Market Intelligence and Data Analytics for Investment Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Driver Face Analytics and Emotion Recognition Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Portable and Low-Cost Ultrasound Device Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Waste Sorting and Recycling Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Crowdsourced Market Research Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Real-Time News Analysis and Competitive Intelligence Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Services Supermarket Shelf Analytics Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Automated Tour Guide and Itinerary Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Sports Teams Player Selection Services Revenue by Region, World Markets: 2016-2025
  • Deep Learning-Driven Music Production and Generation Services Revenue by Region, World Markets: 2016-2025