TABLE OF CONTENTS
1 INTRODUCTION 34
1.1 OBJECTIVES OF THE STUDY 34
1.2 MARKET DEFINITION 34
1.3 OVERVIEW OF THE GLOBAL DEEP LEARNING NEURAL NETWORKS (DNNS) MARKET 34
1.4 CURRENCY AND PRICING 35
1.5 LIMITATION 35
1.6 MARKETS COVERED 36
2 MARKET SEGMENTATION 38
2.1 MARKETS COVERED 38
2.2 GEOGRAPHICAL SCOPE 39
2.3 YEARS CONSIDERED FOR THE STUDY 40
2.4 DBMR TRIPOD DATA VALIDATION MODEL 41
2.5 PRIMARY INTERVIEWS WITH KEY OPINION LEADERS 44
2.6 DBMR MARKET POSITION GRID 45
2.7 MARKET APPLICATION COVERAGE GRID 46
2.8 DBMR VENDOR SHARE ANALYSIS 47
2.9 SECONDARY SOURCES 48
2.10 ASSUMPTIONS 48
3 MARKET OVERVIEW 49
3.1 DRIVERS 51
3.1.1 INCREASED DEMAND OF CLOUD-COMPUTING FOR BUSINESSES AND DEMAND FOR PREDICTIVE SOLUTIONS 51
3.1.2 RAPIDLY INCREASING DIGITIZATION ACROSS DEVELOPED MARKETS 51
3.1.3 IMAGE RECOGNITION IS CONSIDERED AS MAJOR APPLICATION FOR DEEP LEARNING NEURAL NETWORKS 52
3.2 RESTRAINTS 53
3.2.1 LESS ADOPTION OF ARTIFICIAL INTELLIGENCE-BASED TECHNOLOGIES RESULTS IN SLOW DIGITIZATION 53
3.2.2 DIFFICULTIES DURING ALGORITHMS IMPLEMENTATION AND INTEGRATION OF HARDWARE 53
3.3 OPPORTUNITIES 54
3.3.1 THE EXTENSIVE GROWTH IN DATA WILL INCREASE THE DEMAND OF DEEP LEARNING SOLUTIONS 54
3.3.2 INCREASED SPENDING CAPACITY ACROSS END USER INDUSTRIES 54
3.4 CHALLENGES 56
3.4.1 LACK OF SKILLED AND TECHNICAL PROFESSIONALS 56
3.4.2 DEPLOYMENT OF DL FOR APPLICATIONS SUCH AS NLP IN REGIONAL DIALECTS 56
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4 EXECUTIVE SUMMARY 57
5 PREMIUM INSIGHTS 61
5.1 MULTIVARIATE MODELLING 62
5.2 TIMELINE GRID 62
6 GLOBAL DEEP LEARNING NEURAL NETWORK MARKET, BY COMPONENT 64
6.1 OVERVIEW 65
6.2 HARDWARE 66
6.2.1 PROCESSOR 66
6.2.2 MEMORY 66
6.2.3 NETWORK 66
6.3 SOFTWARE 67
6.3.1 SOFTWARE DEVELOPMENT KIT (SDK) 67
6.3.2 APPLICATION PROGRAMMING INTERFACE (API) 67
6.4 SERVICES 68
7 GLOBAL DEEP LEARNING NEURAL NETWORKS MARKET, BY APPLICATION 69
7.1 OVERVIEW 70
7.2 IMAGE RECOGNITION 71
7.3 SPEECH RECOGNITION 72
7.4 NATURAL LANGUAGE PROCESSING 72
7.5 DATA MINING 73
8 GLOBAL DEEP LEARNING NEURAL NETWORKS MARKET, BY END-USER 74
8.1 OVERVIEW 75
8.2 BANKING, FINANCIAL SERVICES AND INSURANCE (BFSI) 77
8.2.1 BUSINESS ANALYTICS AND REPORTING 77
8.2.2 CUSTOMER BEHAVIOR ANALYTICS 77
8.2.3 VIRTUAL ASSISTANT 78
8.2.4 OTHERS 78
8.3 RETAIL 78
8.3.1 SUPPLY CHAIN MANAGEMENT AND DEMAND PLANNING 79
8.3.2 PRODUCT RECOMMENDATION AND PLANNING 79
8.3.3 CUSTOMER RELATIONSHIP MANAGEMENT 79
8.3.4 PRICE OPTIMIZATION 79
8.3.5 PAYMENT SERVICES MANAGEMENT 79
8.3.6 OTHERS 79
8.4 IT AND TELECOMMUNICATION 80
8.5 AEROSPACE AND DEFENSE 80
8.6 AUTOMOTIVE 81
8.6.1 HUMAN MACHINE INTERFACE 81
8.6.2 SEMI AUTONOMOUS DRIVING 81
8.6.3 AUTONOMOUS DRIVING 82
8.7 MANUFACTURING 82
8.7.1 QUALITY CONTROL 83
8.7.2 PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION 83
8.7.3 PRODUCTION PLANNING 83
8.7.4 MATERIAL MOVEMENT 83
8.7.5 FIELD SERVICES 83
8.7.6 RECLAMATION 83
8.7.7 OTHERS 83
8.8 HEALTHCARE 84
8.8.1 MEDICAL IMAGING AND DIAGNOSTICS 84
8.8.2 WEARABLES 85
8.8.3 PATIENT DATA AND RISK ANALYSIS 85
8.8.4 INPATIENT CARE AND HOSPITAL MANAGEMENT 85
8.8.5 DRUG DISCOVERY 85
8.8.6 RESEARCH 85
8.8.7 LIFESTYLE MANAGEMENT AND MONITORING 85
8.8.8 PRECISION MEDICINE 85
8.9 SECURITY 86
8.9.1 IDENTITY AND ACCESS MANAGEMENT (IAM) 87
8.9.2 RISK AND COMPLIANCE MANAGEMENT 87
8.9.3 UNIFIED THREAT MANAGEMENT 87
8.9.4 ENCRYPTION 87
8.9.5 DATA LOSS PREVENTION 87
8.9.6 ANTIVIRUS/ ANTIMALWARE 87
8.10 OTHERS 88
9 GLOBAL DEEP LEARNING NEURAL NETWORKS (DNNS) MARKET, BY GEOGRAPHY 89
9.1 OVERVIEW 90
9.2 NORTH AMERICA 95
9.2.1 U.S. 102
9.2.2 CANADA 106
9.2.3 MEXICO 110
9.3 EUROPE 114
9.3.1 U.K. 122
9.3.2 GERMANY 126
9.3.3 FRANCE 130
9.3.4 ITALY 134
9.3.5 SPAIN 138
9.3.6 NETHERLANDS 142
9.3.7 SWITZERLAND 146
9.3.8 RUSSIA 150
9.3.9 BELGIUM 154
9.3.10 TURKEY 158
9.3.11 REST OF EUROPE 162
9.4 ASIA-PACIFIC 163
9.4.1 CHINA 171
9.4.2 JAPAN 175
9.4.3 INDIA 179
9.4.4 SOUTH KOREA 183
9.4.5 AUSTRALIA 187
9.4.6 SINGAPORE 191
9.4.7 THAILAND 195
9.4.8 INDONESIA 199
9.4.9 MALAYSIA 203
9.4.10 PHILIPPINES 207
9.4.11 REST OF ASIA-PACIFIC 211
9.5 SOUTH AMERICA 212
9.5.1 BRAZIL 219
9.5.2 ARGENTINA 223
9.5.3 REST OF SOUTH AMERICA 227
9.6 MIDDLE EAST AND AFRICA 228
9.6.1 SAUDI ARABIA 236
9.6.2 U.A.E 240
9.6.3 SOUTH AFRICA 244
9.6.4 ISRAEL 248
9.6.5 EGYPT 252
9.6.6 REST OF MIDDLE EAST AND AFRICA 256
10 GLOBAL DEEP LEARNING NEURAL NETWORKS (DNNS) MARKET, COMPANY LANDSCAPE 257
10.1 COMPANY SHARE ANALYSIS: GLOBAL 257
10.2 COMPANY SHARE ANALYSIS: NORTH AMERICA 258
10.3 COMPANY SHARE ANALYSIS: EUROPE 259
10.4 COMPANY SHARE ANALYSIS: ASIA-PACIFIC 260
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11 SWOT ANALYSIS 261
12 COMPANY PROFILES 264
12.1 IBM 264
12.1.1 COMPANY SNAPSHOT 264
12.1.2 REVENUE ANALYSIS 265
12.1.3 COMPANY SHARE ANALYSIS 265
12.1.4 PRODUCT PORTFOLIO 266
12.1.5 RECENT DEVELOPMENTS 266
12.2 ALPHABET INC. 267
12.2.1 COMPANY SNAPSHOT 267
12.2.2 REVENUE ANALYSIS 267
12.2.3 PRODUCT PORTFOLIO 268
12.2.4 RECENT DEVELOPMENTS 268
12.3 NVIDIA CORPORATION 269
12.3.1 COMPANY SNAPSHOT 269
12.3.2 REVENUE ANALYSIS 269
12.3.3 COMPANY SHARE ANALYSIS 270
12.3.4 PRODUCT PORTFOLIO 270
12.3.5 RECENT DEVELOPMENTS 270
12.4 MICROSOFT 271
12.4.1 COMPANY SNAPSHOT 271
12.4.2 REVENUE ANALYSIS 271
12.4.3 COMPANY SHARE ANALYSIS 272
12.4.4 PRODUCT PORTFOLIO 272
12.4.5 RECENT DEVELOPMENTS 272
12.5 QUALCOMM TECHNOLOGIES, INC. 274
12.5.1 COMPANY SNAPSHOT 274
12.5.2 REVENUE ANALYSIS 274
12.5.3 SOFTWARE PORTFOLIO 275
12.5.4 RECENT DEVELOPMENTS 275
12.6 INTEL CORPORATION 276
12.6.1 COMPANY SNAPSHOT 276
12.6.2 REVENUE ANALYSIS 276
12.6.3 PRODUCT PORTFOLIO 277
12.6.4 RECENT DEVELOPMENTS 277
12.7 ALYUDA RESEARCH, LLC. 278
12.7.1 COMPANY SNAPSHOT 278
12.7.2 PRODUCT PORTFOLIO 278
12.7.3 RECENT DEVELOPMENT 278
12.8 AMAZON WEB SERVICES, INC. 279
12.8.1 COMPANY SNAPSHOT 279
12.8.2 REVENUE ANALYSIS 279
12.8.3 PRODUCT PORTFOLIO 280
12.8.4 RECENT DEVELOPMENTS 280
12.9 GMDH LLC. 281
12.9.1 COMPANY SNAPSHOT 281
12.9.2 SOFTWARE PORTFOLIO 281
12.9.3 RECENT DEVELOPMENT 281
12.10 MICRON TECHNOLOGY, INC. 282
12.10.1 COMPANY SNAPSHOT 282
12.10.2 REVENUE ANALYSIS 282
12.10.3 SOLUTION PORTFOLIO 283
12.10.4 RECENT DEVELOPMENTS 283
12.11 NEURAL TECHNOLOGIES LIMITED 284
12.11.1 COMPANY SNAPSHOT 284
12.11.2 PRODUCT PORTFOLIO 284
12.11.1 RECENT DEVELOPMENTS 284
12.12 NEURALWARE 285
12.12.1 COMPANY SNAPSHOT 285
12.12.2 PRODUCT PORTFOLIO 285
12.12.3 RECENT DEVELOPMENTS 286
12.13 NEURODIMENSION, INC. 287
12.13.1 COMPANY SNAPSHOT 287
12.13.2 PRODUCT PORTFOLIO 287
12.13.3 RECENT DEVELOPMENT 287
12.14 SAMSUNG 288
12.14.1 COMPANY SNAPSHOT 288
12.14.2 REVENUE ANALYSIS 288
12.14.3 PRODUCT PORTFOLIO 289
12.15 SENSORY INC. 290
12.15.1 COMPANY SNAPSHOT 290
12.15.2 PRODUCT PORTFOLIO 290
12.15.3 RECENT DEVELOPMENTS 291
12.16 SKYMIND INC 292
12.16.1 COMPANY SNAPSHOT 292
12.16.2 PRODUCT PORTFOLIO 292
12.16.3 RECENT DEVELOPMENTS 292
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12.17 STARMIND 293
12.17.1 COMPANY SNAPSHOT 293
12.17.2 SOFTWARE PORTFOLIO 293
12.17.3 RECENT DEVELOPMENTS 293
12.18 WARD SYSTEMS GROUP, INC. 295
12.18.1 COMPANY SNAPSHOT 295
12.18.2 PRODUCT PORTFOLIO 295
12.18.3 RECENT DEVELOPMENT 296
12.19 XILINX INC. 297
12.19.1 COMPANY SNAPSHOT 297
12.19.2 REVENUE ANALYSIS 297
12.19.3 PRODUCT PORTFOLIO 298
12.19.4 RECENT DEVELOPMENTS 298
13 CONCLUSION 299
14 RELATED REPORTS 300