Deep Learning Market by Application, Type and Geography - Forecast and Analysis 2023-2027

Published: Nov 2022 Pages: 173 SKU: IRTNTR41147

Deep Learning Market Report 2023-2027

The Global Deep Learning Market size is estimated to grow at a CAGR of 29.79% between 2022 and 2027. The size of the market is forecast to increase by USD 11,113.13 million. The growth of the market depends on several factors, including the increasing entry of startups, the growing application of deep learning, and new product launches.

This report extensively covers market segmentation by application (image recognition, voice recognition, video surveillance and diagnostics, and data mining), type (software, services, and hardware), and geography (APAC, North America, Europe, Middle East and Africa, and South America). It also includes an in-depth analysis of drivers, trends, and challenges. Furthermore, the report includes historic market data from 2017 to 2021.

 What will the Size of the Deep Learning Market be During the Forecast Period?

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Deep Learning Market: Key Drivers, Trends, Challenges, and Customer Landscape

The increasing entry of startups is notably driving the market growth, although factors such as the lack of technical expertise may impede the market growth. Our researchers studied the data for years, with 2022 as the base year and 2023 as the estimated year, and presented the key drivers, trends, and challenges for the market. Although there has been a decrease in demand for the market during the COVID-19 pandemic, a holistic analysis of drivers will help companies refine marketing strategies to gain a competitive advantage.   

Key Deep Learning Market Driver

The increasing entry of startups is the key factor driving the global deep learning market growth. The market has witnessed an influx of startups in recent years. A rise in the number of startups as a result of increased funding from various global investors is expected to drive the growth of the market during the forecast period.

The increase in funding in the field of deep learning has encouraged several startups to apply this technology across a wide range of industry verticals. Some of the startups offer deep learning technologies for various application areas, including healthcare, automation and robotics, and security. Therefore, the increasing number of startups, coupled with the widening application areas for deep learning, is driving the growth of the global deep learning market.

Key Deep Learning Market Trend

The increasing number of collaborations among vendors will fuel the global deep-learning market growth. The increase in collaborations/partnerships among vendors is expected to drive the growth of the market during the forecast period. Such collaborations/partnerships help market participants expand their product portfolios, geographic presence, and distribution networks.

Strategic collaboration initiatives enable vendors to gain access to new products, technologies, and resources and improve their market shares, thereby driving business growth. Thus, the increase in collaborations among vendors is expected to support the growth of the market in focus during the forecast period.

Key Deep Learning Market Challenge

The lack of technical expertise is a major challenge to the global deep learning market growth. Deep learning technology requires a completely different set of technical skills and business expertise than that needed for traditional data analysis. The implementation of a deep learning model is very complex and requires advanced knowledge of machine learning and programming languages. The lack of proper technical expertise in most organizations limits the growth of the market. 

There are a limited number of subject matter experts who can provide context and proper clarity to business problems, while many organizations, especially SMEs with budget constraints are not in a position to hire the right talent. Additionally, it is time-consuming for organizations to find well-trained professionals with the right skill sets. Therefore, the shortage of technical and business expertise in organizations prevents them from implementing deep learning models to deliver the desired business output, which, in turn, limits the growth of the market.

Key Deep Learning Market Customer Landscape

Our analysis of the life cycle of the market indicates a movement from the innovator’s stage to the laggard’s stage. Technavio has included key purchase criteria, adoption rates, adoption lifecycles, and drivers of price sensitivity to help companies evaluate and develop growth strategies from 2022 to 2027.

Global Deep Learning Market Customer Landscape

 

What is the Fastest-Growing Segment in the Deep Learning Market?

The market share growth by the image recognition segment will be significant during the forecast period. Images are real and extensive and, therefore, cannot be forged easily. This makes image repositories important in big data. Thus, exploiting such valuable data can be a great source of information for banks and financial institutions.

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The image recognition segment showed a gradual increase in market share with USD 961.65 million in 2017 and continued to grow by 2021. For example, Facebook can identify and map around 98% of its images correctly to the right person. Imaging technology is being used for identifying and removing fake social accounts on Facebook. Such image-based identification of fake accounts has massive potential to enrich the risk modeling and credit scoring of banks, which increases the demand for AI image recognition in the BFSI sector. Thus, with the growing importance of the image processing and recognition application of AI, the market is expected to witness positive growth during the forecast period. Furthermore, our report provides a brief analysis of the historical and forecast market share and their segments along with the reasons for growth from 2017 to 2027.

Which are the Key Regions for Deep Learning Market?

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North America is projected to contribute 37% of market growth by 2027. Technavio’s analysts have elaborately explained the regional trends and drivers that shape the market during the forecast period. 

The major factor driving the growth of the market in North America is the increasing use of deep learning in various industrial applications, such as voice recognition, image recognition, and smartphone assistants. The growing awareness about the advantages of deep learning has increased its adoption in these industrial applications. Deep learning algorithms help in reducing labor costs by a significant margin. Moreover, deep learning helps organizations save unnecessary costs associated with product recalls by easily detecting subjective defects such as product labeling errors. Deep learning models can perform tasks efficiently and in a much shorter period of time. Owing to the above-mentioned advantages, industries based in North America are increasingly adopting deep learning technologies, which is driving the growth of the deep learning market in the region.

This report forecasts the contribution of all the segments to the growth of the market. In addition, we have included the COVID-19 impact and the recovery strategies for each segment. The outbreak of COVID-19 led to a decline in demand for deep learning solutions in North America. The COVID-19 pandemic spread widely across North America, especially in the US, in 2020. Countries such as the US and Canada imposed lockdowns and travel restrictions to combat the spread of the disease. This directly affected the demand for and supply of deep-learning hardware products and services. However, the demand for deep learning software from the healthcare industry increased during this period. In Q4 2021, the governments also rolled out large-scale vaccination programs, which helped the economy recover gradually. Such developments will influence the growth of the regional market during the forecast period.

Who are the Major Deep Learning Market Vendors?                                     

Vendors are implementing various strategies, such as strategic alliances, partnerships, mergers and acquisitions, geographical expansion, and product/service launches, to enhance their presence in the market

Atomwise - The company offers deep learning solutions, such as applying deep learning to locate novel allosteric modulators in silico for drug discovery. Also, through this segment, the company develops artificial intelligence systems using deep learning algorithms and supercomputers for drug discovery.

We also have detailed analyses of the market’s competitive landscape and offer information on 20 market vendors, including :

  • Amazon.com Inc.
  • Comma.ai Inc.
  • Deep Instinct
  • DeepMind Technologies Ltd.
  • Graphcore Ltd.
  • H2O.ai Inc.
  • Hewlett Packard Enterprise Co.
  • Intel Corp.
  • International Business Machines Corp.
  • Micron Technology Inc.
  • Microsoft Corp.
  • Mphasis Ltd.
  • NVIDIA Corp.
  • Qualcomm Inc.
  • Samsung Electronics Co. Ltd.
  • Sensory Inc.
  • Teledyne FLIR LLC
  • Viz.ai Inc.
  • Xilinx Inc.

Qualitative and quantitative analysis of vendors has been conducted to help clients understand the wider business environment as well as the strengths and weaknesses of key market players. Data is qualitatively analyzed to categorize vendors as pure play, category-focused, industry-focused, and diversified; it is quantitatively analyzed to categorize vendors as dominant, leading, strong, tentative, and weak.

You may be interested in the regional reports:

US Deep Learning market - The market share will grow rapidly at a CAGR of more than 57% by 2021.

Segment Overview

Our report forecasts revenue growth at global, regional & country levels and provides an analysis of the latest trends and growth opportunities from 2017 to 2027. The market has been segmented by application, type, and region.

  • Application Outlook (USD Million, 2017 - 2027)
    • Image recognition
    • Voice recognition
    • Video surveillance and diagnostics
    • Data mining 
  • Type Outlook (USD Million, 2017 - 2027)
    • Software
    • Services
    • Hardware
  • Region Outlook (USD Million, 2017 - 2027)
    • North America
      • The U.S.
      • Canada
    • Europe
      • The U.K.
      • Germany
      • France
      • Rest of Europe
    • APAC
      • China
      • India
    • South America
      • Chile
      • Argentina
      • Brazil
    • Middle East & Africa
      • Saudi Arabia
      • South Africa
      • Rest of the Middle East & Africa

Deep Learning Market Scope

Report Coverage

Details

Page number

173

Base year

2022

Historical year

2017-2021

Forecast period

2023-2027

Growth momentum & CAGR

Accelerate at a CAGR of 29.79%

Market growth 2023-2027

USD 11,113.13 million

Market structure

Fragmented

YoY growth (%)

20.0

Regional analysis

North America, Europe, APAC, South America, and the Middle East and Africa

Performing market contribution

North America at 37%

Key consumer countries

US, Canada, China, UK, and Germany

Competitive landscape

Leading companies, Competitive Strategies, Consumer engagement scope

Key companies profiled

Amazon.com Inc., Atomwise Inc., Comma.ai Inc., Deep Instinct, DeepMind Technologies Ltd., Graphcore Ltd., H2O.ai Inc., Hewlett Packard Enterprise Co., Intel Corp., International Business Machines Corp., Micron Technology Inc., Microsoft Corp., Mphasis Ltd., NVIDIA Corp., Qualcomm Inc., Samsung Electronics Co. Ltd., Sensory Inc., Teledyne FLIR LLC, Viz.ai Inc., and Xilinx Inc.

Market dynamics

Parent market analysis, Market growth inducers and obstacles, Fast-growing and slow-growing segment analysis, COVID-19 impact and recovery analysis and future consumer dynamics, and Market condition analysis for the forecast period.

Customization purview

If our report has not included the data that you are looking for, you can reach out to our analysts and get segments customized.

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What are the Key Data Covered in this Deep Learning Market Report?

  • CAGR of the market during the forecast period
  • Detailed information on factors that will drive the growth of the deep learning market between 2023 and 2027
  • Precise estimation of the size of the deep learning market and its contribution to the parent market.
  • Accurate predictions about  upcoming trends and changes in consumer behavior
  • Growth of the deep learning market industry across North America, Europe, APAC, South America, and the Middle East and Africa
  • A thorough analysis of the market’s competitive landscape and detailed information about vendors
  • Comprehensive details of factors that will challenge the growth of deep learning market vendors

We can help! Our analysts can customize this report to meet your requirements. Get in touch

1 Executive Summary

  • 1.1 Market overview
    • Exhibit 01: Executive Summary – Chart on Market Overview
    • Exhibit 02: Executive Summary – Data Table on Market Overview
    • Exhibit 03: Executive Summary – Chart on Global Market Characteristics
    • Exhibit 04: Executive Summary – Chart on Market by Geography
    • Exhibit 05: Executive Summary – Chart on Market Segmentation by Application
    • Exhibit 06: Executive Summary – Chart on Market Segmentation by Type
    • Exhibit 07: Executive Summary – Chart on Incremental Growth
    • Exhibit 08: Executive Summary – Data Table on Incremental Growth
    • Exhibit 09: Executive Summary – Chart on Vendor Market Positioning

2 Market Landscape

  • 2.1 Market ecosystem
    • Exhibit 10: Parent market
    • Exhibit 11: Market Characteristics

3 Market Sizing

  • 3.1 Market definition
    • Exhibit 12: Offerings of vendors included in the market definition
  • 3.2 Market segment analysis
    • Exhibit 13: Market segments
  • 3.3 Market size 2022
    • 3.4 Market outlook: Forecast for 2022-2027
      • Exhibit 14: Chart on Global - Market size and forecast 2022-2027 ($ million)
      • Exhibit 15: Data Table on Global - Market size and forecast 2022-2027 ($ million)
      • Exhibit 16: Chart on Global Market: Year-over-year growth 2022-2027 (%)
      • Exhibit 17: Data Table on Global Market: Year-over-year growth 2022-2027 (%)

    4 Historic Market Size

    • 4.1 Global deep learning market 2017 - 2021
      • Exhibit 18: Historic Market Size – Data Table on Global deep learning market 2017 - 2021 ($ million)
    • 4.2 Applicaton Segment Analysis 2017 - 2021
      • Exhibit 19: Historic Market Size – Applicaton Segment 2017 - 2021 ($ million)
    • 4.3 Type Segment Analysis 2017 - 2021
      • Exhibit 20: Historic Market Size – Type Segment 2017 - 2021 ($ million)
    • 4.4 Geography Segment Analysis 2017 - 2021
      • Exhibit 21: Historic Market Size – Geography Segment 2017 - 2021 ($ million)
    • 4.5 Country Segment Analysis 2017 - 2021
      • Exhibit 22: Historic Market Size – Country Segment 2017 - 2021 ($ million)

    5 Five Forces Analysis

    • 5.1 Five forces summary
      • Exhibit 23: Five forces analysis - Comparison between 2022 and 2027
    • 5.2 Bargaining power of buyers
      • Exhibit 24: Chart on Bargaining power of buyers – Impact of key factors 2022 and 2027
    • 5.3 Bargaining power of suppliers
      • Exhibit 25: Bargaining power of suppliers – Impact of key factors in 2022 and 2027
    • 5.4 Threat of new entrants
      • Exhibit 26: Threat of new entrants – Impact of key factors in 2022 and 2027
    • 5.5 Threat of substitutes
      • Exhibit 27: Threat of substitutes – Impact of key factors in 2022 and 2027
    • 5.6 Threat of rivalry
      • Exhibit 28: Threat of rivalry – Impact of key factors in 2022 and 2027
    • 5.7 Market condition
      • Exhibit 29: Chart on Market condition - Five forces 2022 and 2027

    6 Market Segmentation by Application

    • 6.1 Market segments
      • Exhibit 30: Chart on Application - Market share 2022-2027 (%)
      • Exhibit 31: Data Table on Application - Market share 2022-2027 (%)
    • 6.2 Comparison by Application
      • Exhibit 32: Chart on Comparison by Application
      • Exhibit 33: Data Table on Comparison by Application
    • 6.3 Image recognition - Market size and forecast 2022-2027
      • Exhibit 34: Chart on Image recognition - Market size and forecast 2022-2027 ($ million)
      • Exhibit 35: Data Table on Image recognition - Market size and forecast 2022-2027 ($ million)
      • Exhibit 36: Chart on Image recognition - Year-over-year growth 2022-2027 (%)
      • Exhibit 37: Data Table on Image recognition - Year-over-year growth 2022-2027 (%)
    • 6.4 Voice recognition - Market size and forecast 2022-2027
      • Exhibit 38: Chart on Voice recognition - Market size and forecast 2022-2027 ($ million)
      • Exhibit 39: Data Table on Voice recognition - Market size and forecast 2022-2027 ($ million)
      • Exhibit 40: Chart on Voice recognition - Year-over-year growth 2022-2027 (%)
      • Exhibit 41: Data Table on Voice recognition - Year-over-year growth 2022-2027 (%)
    • 6.5 Video surveillance and diagnostics - Market size and forecast 2022-2027
      • Exhibit 42: Chart on Video surveillance and diagnostics - Market size and forecast 2022-2027 ($ million)
      • Exhibit 43: Data Table on Video surveillance and diagnostics - Market size and forecast 2022-2027 ($ million)
      • Exhibit 44: Chart on Video surveillance and diagnostics - Year-over-year growth 2022-2027 (%)
      • Exhibit 45: Data Table on Video surveillance and diagnostics - Year-over-year growth 2022-2027 (%)
    • 6.6 Data mining - Market size and forecast 2022-2027
      • Exhibit 46: Chart on Data mining - Market size and forecast 2022-2027 ($ million)
      • Exhibit 47: Data Table on Data mining - Market size and forecast 2022-2027 ($ million)
      • Exhibit 48: Chart on Data mining - Year-over-year growth 2022-2027 (%)
      • Exhibit 49: Data Table on Data mining - Year-over-year growth 2022-2027 (%)
    • 6.7 Market opportunity by Application
      • Exhibit 50: Market opportunity by Application ($ million)

    7 Market Segmentation by Type

    • 7.1 Market segments
      • Exhibit 51: Chart on Type - Market share 2022-2027 (%)
      • Exhibit 52: Data Table on Type - Market share 2022-2027 (%)
    • 7.2 Comparison by Type
      • Exhibit 53: Chart on Comparison by Type
      • Exhibit 54: Data Table on Comparison by Type
    • 7.3 Software - Market size and forecast 2022-2027
      • Exhibit 55: Chart on Software - Market size and forecast 2022-2027 ($ million)
      • Exhibit 56: Data Table on Software - Market size and forecast 2022-2027 ($ million)
      • Exhibit 57: Chart on Software - Year-over-year growth 2022-2027 (%)
      • Exhibit 58: Data Table on Software - Year-over-year growth 2022-2027 (%)
    • 7.4 Services - Market size and forecast 2022-2027
      • Exhibit 59: Chart on Services - Market size and forecast 2022-2027 ($ million)
      • Exhibit 60: Data Table on Services - Market size and forecast 2022-2027 ($ million)
      • Exhibit 61: Chart on Services - Year-over-year growth 2022-2027 (%)
      • Exhibit 62: Data Table on Services - Year-over-year growth 2022-2027 (%)
    • 7.5 Hardware - Market size and forecast 2022-2027
      • Exhibit 63: Chart on Hardware - Market size and forecast 2022-2027 ($ million)
      • Exhibit 64: Data Table on Hardware - Market size and forecast 2022-2027 ($ million)
      • Exhibit 65: Chart on Hardware - Year-over-year growth 2022-2027 (%)
      • Exhibit 66: Data Table on Hardware - Year-over-year growth 2022-2027 (%)
    • 7.6 Market opportunity by Type
      • Exhibit 67: Market opportunity by Type ($ million)

    8 Customer Landscape

    • 8.1 Customer landscape overview
      • Exhibit 68: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria

    9 Geographic Landscape

    • 9.1 Geographic segmentation
      • Exhibit 69: Chart on Market share by geography 2022-2027 (%)
      • Exhibit 70: Data Table on Market share by geography 2022-2027 (%)
    • 9.2 Geographic comparison
      • Exhibit 71: Chart on Geographic comparison
      • Exhibit 72: Data Table on Geographic comparison
    • 9.3 North America - Market size and forecast 2022-2027
      • Exhibit 73: Chart on North America - Market size and forecast 2022-2027 ($ million)
      • Exhibit 74: Data Table on North America - Market size and forecast 2022-2027 ($ million)
      • Exhibit 75: Chart on North America - Year-over-year growth 2022-2027 (%)
      • Exhibit 76: Data Table on North America - Year-over-year growth 2022-2027 (%)
    • 9.4 Europe - Market size and forecast 2022-2027
      • Exhibit 77: Chart on Europe - Market size and forecast 2022-2027 ($ million)
      • Exhibit 78: Data Table on Europe - Market size and forecast 2022-2027 ($ million)
      • Exhibit 79: Chart on Europe - Year-over-year growth 2022-2027 (%)
      • Exhibit 80: Data Table on Europe - Year-over-year growth 2022-2027 (%)
    • 9.5 APAC - Market size and forecast 2022-2027
      • Exhibit 81: Chart on APAC - Market size and forecast 2022-2027 ($ million)
      • Exhibit 82: Data Table on APAC - Market size and forecast 2022-2027 ($ million)
      • Exhibit 83: Chart on APAC - Year-over-year growth 2022-2027 (%)
      • Exhibit 84: Data Table on APAC - Year-over-year growth 2022-2027 (%)
    • 9.6 South America - Market size and forecast 2022-2027
      • Exhibit 85: Chart on South America - Market size and forecast 2022-2027 ($ million)
      • Exhibit 86: Data Table on South America - Market size and forecast 2022-2027 ($ million)
      • Exhibit 87: Chart on South America - Year-over-year growth 2022-2027 (%)
      • Exhibit 88: Data Table on South America - Year-over-year growth 2022-2027 (%)
    • 9.7 Middle East and Africa - Market size and forecast 2022-2027
      • Exhibit 89: Chart on Middle East and Africa - Market size and forecast 2022-2027 ($ million)
      • Exhibit 90: Data Table on Middle East and Africa - Market size and forecast 2022-2027 ($ million)
      • Exhibit 91: Chart on Middle East and Africa - Year-over-year growth 2022-2027 (%)
      • Exhibit 92: Data Table on Middle East and Africa - Year-over-year growth 2022-2027 (%)
    • 9.8 US - Market size and forecast 2022-2027
      • Exhibit 93: Chart on US - Market size and forecast 2022-2027 ($ million)
      • Exhibit 94: Data Table on US - Market size and forecast 2022-2027 ($ million)
      • Exhibit 95: Chart on US - Year-over-year growth 2022-2027 (%)
      • Exhibit 96: Data Table on US - Year-over-year growth 2022-2027 (%)
    • 9.9 China - Market size and forecast 2022-2027
      • Exhibit 97: Chart on China - Market size and forecast 2022-2027 ($ million)
      • Exhibit 98: Data Table on China - Market size and forecast 2022-2027 ($ million)
      • Exhibit 99: Chart on China - Year-over-year growth 2022-2027 (%)
      • Exhibit 100: Data Table on China - Year-over-year growth 2022-2027 (%)
    • 9.10 UK - Market size and forecast 2022-2027
      • Exhibit 101: Chart on UK - Market size and forecast 2022-2027 ($ million)
      • Exhibit 102: Data Table on UK - Market size and forecast 2022-2027 ($ million)
      • Exhibit 103: Chart on UK - Year-over-year growth 2022-2027 (%)
      • Exhibit 104: Data Table on UK - Year-over-year growth 2022-2027 (%)
    • 9.11 Canada - Market size and forecast 2022-2027
      • Exhibit 105: Chart on Canada - Market size and forecast 2022-2027 ($ million)
      • Exhibit 106: Data Table on Canada - Market size and forecast 2022-2027 ($ million)
      • Exhibit 107: Chart on Canada - Year-over-year growth 2022-2027 (%)
      • Exhibit 108: Data Table on Canada - Year-over-year growth 2022-2027 (%)
    • 9.12 Germany - Market size and forecast 2022-2027
      • Exhibit 109: Chart on Germany - Market size and forecast 2022-2027 ($ million)
      • Exhibit 110: Data Table on Germany - Market size and forecast 2022-2027 ($ million)
      • Exhibit 111: Chart on Germany - Year-over-year growth 2022-2027 (%)
      • Exhibit 112: Data Table on Germany - Year-over-year growth 2022-2027 (%)
    • 9.13 Market opportunity by geography
      • Exhibit 113: Market opportunity by geography ($ million)

    10 Drivers, Challenges, and Trends

    • 10.1 Market drivers
      • 10.2 Market challenges
        • 10.3 Impact of drivers and challenges
          • Exhibit 114: Impact of drivers and challenges in 2022 and 2027
        • 10.4 Market trends

          11 Vendor Landscape

          • 11.1 Overview
            • 11.2 Vendor landscape
              • Exhibit 115: Overview on Criticality of inputs and Factors of differentiation
            • 11.3 Landscape disruption
              • Exhibit 116: Overview on factors of disruption
            • 11.4 Industry risks
              • Exhibit 117: Impact of key risks on business

            12 Vendor Analysis

            • 12.1 Vendors covered
              • Exhibit 118: Vendors covered
            • 12.2 Market positioning of vendors
              • Exhibit 119: Matrix on vendor position and classification
            • 12.3 Amazon.com Inc.
              • Exhibit 120: Amazon.com Inc. - Overview
              • Exhibit 121: Amazon.com Inc. - Business segments
              • Exhibit 122: Amazon.com Inc. - Key news
              • Exhibit 123: Amazon.com Inc. - Key offerings
              • Exhibit 124: Amazon.com Inc. - Segment focus
            • 12.4 Atomwise Inc.
              • Exhibit 125: Atomwise Inc. - Overview
              • Exhibit 126: Atomwise Inc. - Product / Service
              • Exhibit 127: Atomwise Inc. - Key offerings
            • 12.5 Comma.ai Inc.
              • Exhibit 128: Comma.ai Inc. - Overview
              • Exhibit 129: Comma.ai Inc. - Product / Service
              • Exhibit 130: Comma.ai Inc. - Key offerings
            • 12.6 Deep Instinct
              • Exhibit 131: Deep Instinct - Overview
              • Exhibit 132: Deep Instinct - Product / Service
              • Exhibit 133: Deep Instinct - Key offerings
            • 12.7 DeepMind Technologies Ltd.
              • Exhibit 134: DeepMind Technologies Ltd. - Overview
              • Exhibit 135: DeepMind Technologies Ltd. - Product / Service
              • Exhibit 136: DeepMind Technologies Ltd. - Key offerings
            • 12.8 Graphcore Ltd.
              • Exhibit 137: Graphcore Ltd. - Overview
              • Exhibit 138: Graphcore Ltd. - Product / Service
              • Exhibit 139: Graphcore Ltd. - Key offerings
            • 12.9 H2O.ai Inc.
              • Exhibit 140: H2O.ai Inc. - Overview
              • Exhibit 141: H2O.ai Inc. - Product / Service
              • Exhibit 142: H2O.ai Inc. - Key offerings
            • 12.10 Hewlett Packard Enterprise Co.
              • Exhibit 143: Hewlett Packard Enterprise Co. - Overview
              • Exhibit 144: Hewlett Packard Enterprise Co. - Business segments
              • Exhibit 145: Hewlett Packard Enterprise Co. - Key news
              • Exhibit 146: Hewlett Packard Enterprise Co. - Key offerings
              • Exhibit 147: Hewlett Packard Enterprise Co. - Segment focus
            • 12.11 Intel Corp.
              • Exhibit 148: Intel Corp. - Overview
              • Exhibit 149: Intel Corp. - Business segments
              • Exhibit 150: Intel Corp. - Key news
              • Exhibit 151: Intel Corp. - Key offerings
              • Exhibit 152: Intel Corp. - Segment focus
            • 12.12 International Business Machines Corp.
              • Exhibit 153: International Business Machines Corp. - Overview
              • Exhibit 154: International Business Machines Corp. - Business segments
              • Exhibit 155: International Business Machines Corp. - Key offerings
              • Exhibit 156: International Business Machines Corp. - Segment focus
            • 12.13 Micron Technology Inc.
              • Exhibit 157: Micron Technology Inc. - Overview
              • Exhibit 158: Micron Technology Inc. - Business segments
              • Exhibit 159: Micron Technology Inc. - Key offerings
              • Exhibit 160: Micron Technology Inc. - Segment focus
            • 12.14 Microsoft Corp.
              • Exhibit 161: Microsoft Corp. - Overview
              • Exhibit 162: Microsoft Corp. - Business segments
              • Exhibit 163: Microsoft Corp. - Key news
              • Exhibit 164: Microsoft Corp. - Key offerings
              • Exhibit 165: Microsoft Corp. - Segment focus
            • 12.15 NVIDIA Corp.
              • Exhibit 166: NVIDIA Corp. - Overview
              • Exhibit 167: NVIDIA Corp. - Business segments
              • Exhibit 168: NVIDIA Corp. - Key news
              • Exhibit 169: NVIDIA Corp. - Key offerings
              • Exhibit 170: NVIDIA Corp. - Segment focus
            • 12.16 Qualcomm Inc.
              • Exhibit 171: Qualcomm Inc. - Overview
              • Exhibit 172: Qualcomm Inc. - Business segments
              • Exhibit 173: Qualcomm Inc. - Key news
              • Exhibit 174: Qualcomm Inc. - Key offerings
              • Exhibit 175: Qualcomm Inc. - Segment focus
            • 12.17 Sensory Inc.
              • Exhibit 176: Sensory Inc. - Overview
              • Exhibit 177: Sensory Inc. - Product / Service
              • Exhibit 178: Sensory Inc. - Key offerings

            13 Appendix

            • 13.1 Scope of the report
              • 13.2 Inclusions and exclusions checklist
                • Exhibit 179: Inclusions checklist
                • Exhibit 180: Exclusions checklist
              • 13.3 Currency conversion rates for US$
                • Exhibit 181: Currency conversion rates for US$
              • 13.4 Research methodology
                • Exhibit 182: Research methodology
                • Exhibit 183: Validation techniques employed for market sizing
                • Exhibit 184: Information sources
              • 13.5 List of abbreviations
                • Exhibit 185: List of abbreviations

              Research Framework

              Technavio presents a detailed picture of the market by way of study, synthesis, and summation of data from multiple sources. The analysts have presented the various facets of the market with a particular focus on identifying the key industry influencers. The data thus presented is comprehensive, reliable, and the result of extensive research, both primary and secondary.

              INFORMATION SOURCES

              Primary sources

              • Manufacturers and suppliers
              • Channel partners
              • Industry experts
              • Strategic decision makers

              Secondary sources

              • Industry journals and periodicals
              • Government data
              • Financial reports of key industry players
              • Historical data
              • Press releases

              DATA ANALYSIS

              Data Synthesis

              • Collation of data
              • Estimation of key figures
              • Analysis of derived insights

              Data Validation

              • Triangulation with data models
              • Reference against proprietary databases
              • Corroboration with industry experts

              REPORT WRITING

              Qualitative

              • Market drivers
              • Market challenges
              • Market trends
              • Five forces analysis

              Quantitative

              • Market size and forecast
              • Market segmentation
              • Geographical insights
              • Competitive landscape

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              Key Questions Answered

              • What are the key global market and the regional market share?
              • What are the revenue-generating key market segments?
              • What are the key factors driving and challenging this market’s growth?
              • Who are the key market vendors and their growth strategies?
              • What are the latest trends influencing the growth of this market?
              • What are the variables influencing the market growth in the primary regions?
              • What are the factors influencing the growth of the parent market?

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