Machine Learning Market Analysis, Outlook 2020 - 2030

Machine Learning Market (Component: Software/Platform and Services; Enterprise Size: Small & Medium Enterprise and Large Enterprise; and End User: BFSI, Healthcare, Retail & eCommerce, IT & Telecom, Manufacturing, Energy & Utility, Government, Media & Entertainment, and Others) – Global Industry Analysis, Size, Share, Growth, Trends, and Forecast, 2020-2030

ML Accelerating COVID-19 Research and Identifies Patterns in Data

Machine learning (ML) and artificial intelligence (AI) technologies are being deployed in areas of research to fight the COVID-19 pandemic. This research is being extended toward healthcare and agriculture, as currently these are one of the most essential industries during unprecedented times. ML is being highly publicized since this technology enables computers to mimic human intelligence and ingest large volumes of data in order to identify patterns and insights. Thus, companies in the machine learning market are capitalizing on this opportunity to scale customer communications and speed up COVID-19 research for treatment.

The ML technology is bringing quarantine measures and social distancing in place for employees with the help of remote communication, telemedicine, and food security. The proliferation of ML in virtually all end markets is creating value-grab opportunities for companies in the machine learning market.

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Facial Recognition Systems Acquire Prominence in Banking Sector to Prioritize Assistance

The banking sector is able to convert data samples into new interfaces with the help of machine learning. As such, the machine learning market is predicted to cross the value of US$ 600 Bn by the end of 2030. Nowadays, ML has become a prerequisite feature for any intelligent system in the banking sector. ML is facilitating data-driven predictions that help to generate new business opportunities for individual institutions. ML is gaining popularity as the branch of AI that can be used to improve products and customer services in the banking sector.

Automatic reply predictions for email messages and virtual assistants have become customary in the banking industry. Companies in the machine learning market are innovating in facial recognition systems to capitalize on revenue opportunities in the banking sector. These systems help to prioritize individual data before a consumer approaches a banker in an institution for assistance.

Proper Training for Algorithms Improves Computational Feasibility on Large Datasets

The machine learning market is expected to advance at an explosive CAGR of ~27% during the forecast period. However, the implementation of ML models is emerging as a challenge for companies. For instance, computations with Big Data can lead to issues in processing performance of ML models, thus making even trivial operations expensive. Companies in the machine learning market should provide proper training for algorithms in order to improve computational feasibility on very large datasets.

On the other hand, many business owners have stated that time-consuming deployment of ML is predicted to impede market growth. Hence, software companies are educating business owners to deploy ML models on a small scale to check its feasibility. As such, companies are tapping into incremental opportunities in cybersecurity to help business owners identify fraud and prevent phishing attacks.

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ML Helps to Maintain Equilibrium between Energy Supply and Demand

Renewable energy forecasting and predictions regarding power output are some of the useful applications of machine learning. Forecasting has become necessary in the energy and utilities industry, since key renewable energy sources i.e. wind and solar are variable in nature and are dependent on external factors. Germany is known as the poster child for adoption of renewable energy. However, the intensity of solar radiation and wind speed is never uniform. Hence, companies in the machine learning market are proving their software and services to energy and utilities companies to maintain an equilibrium across energy supply and demand.

The machine learning market is dominated by established players such as IBM. However, emerging market players such as the U.K.-based AI company DeepMind, was recently acquired by Google and is posing as a stiff competition to established market players.

Game-changing Insights on Customer Behavior Benefit Retailers and Telecom Companies

ML models are helping retailers to better understand and analyze customer behavior data, which is collected from various trends, demographics, and preferences. Personalized experiences are becoming increasingly important in the retail industry. With the help of old data, ML models help to predict, which product is worthy of recommendation for customers. The burgeoning growth of the eCommerce sector is acting as a key driver for the expansion of the machine learning market. Retailers are able to analyze digital behavior patterns of customers in order to improve their purchase journey.

Real-time insights powered by ML and AI are grabbing the attention of companies in the IT & telecom sector. Moreover, IoT (Internet of Things) and 5G technologies are fueling the growth of the machine learning market. ML algorithms are being used by telecom companies to track data streaming from a plethora of network interfaces.

Automakers and Digital Operators Adopt ML Tools to Enable Productive Consumer Involvement

Apart from retail and banking, companies in the machine learning market are broadening their revenue streams in automotive and content moderation applications. The trend of autonomous vehicles is gaining strong business grounds worldwide. It has been found that self-driving cars will help to drastically reduce traffic-related issues. Software engineers are relying on ML algorithms to design autonomous features in self-driving cars in order to make the vehicles more consumer-centric.

High accessibility of the Internet and modern technology have led to the outspread of fake news and disinformation. In such situations, content moderation comes into play where ML platforms are enhancing interactions between humans and AI to enable the content moderation task. Social networking platforms and news outlets are adopting ML models to increase human involvement toward productive work. ML tools help to address and analyze the context of every single frame of video content in order to drive content moderation.

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Analysts’ Viewpoint

Healthcare and government institutes are using ML-enabled chatbots for contactless screening of COVID-19 symptoms. With the help of ML tools, banks are using old mathematical challenges to create new computing opportunities. However, issues such as overestimating result delivery and unavailability of data are emerging as hurdles for the widespread adoption of machine learning. Hence, companies in the machine learning market should educate business owners about the use of structured data in order to gain desired outcomes. Renewable energy analysts are using ML models to draw an equilibrium for energy supply and demand. Telecom giants such as AT&T and Vodafone are using machine learning to enhance the quality of their resources.

Machine Learning Market: Overview

  • According to Transparency Market Research’s latest research report on the global machine learning market for the historical period 2018–2019 and the forecast period 2020–2030, the machine learning market is anticipated to reach a value of US$ 604.5 Bn by 2030, expanding at a CAGR of ~27% during the forecast period
  • Machine learning analyzes massive quantities of data. It usually delivers faster and more accurate results in order to identify dangerous risks and profitable opportunities. Merging machine learning (ML) with artificial intelligence and cognitive technologies can make it even more effective in processing large volumes of data and information.
  • Moreover, in the future, applications and tools of machine learning are likely to be adopted by various industry verticals. Technological proliferation and advancement in data generation can trigger the growth of the machine learning market across the globe.

Advent of Self-driving Cars: A Key Driver of Machine Learning Market

  • Self-driving cars have gained incredible popularity in recent years. Developments in Internet of Things (IoT) and AI technology have paved the way for driverless cars. Machine learning is an important component of the centralized electronic control unit (ECU) in a self-driving car. Predicting possible changes in the environment and real-time monitoring of the surroundings are the main functions of machine learning algorithms in self-driving cars.
  • Machine learning algorithms such as unsupervised learning, supervised learning, decision matrix algorithms, and pattern recognition algorithms, are integrated into the functioning of self-driving cars, which, in turn, is likely to accelerate the growth of the machine learning market across the globe.

Key Challenges Faced by Machine Learning Market Players

  • Shortage of skilled professionals may restrain the growth of the machine learning market. Shortage of data scientists with machine learning experience seems to be one of the major concerns in the adoption of machine learning by organizations. Although machine learning software save efforts of data scientists, a professional is required to use data and create the algorithms required for machine learning. Thus, lack of skilled workforce and limited knowledge among end users are expected to hinder the market growth and likely to have a high impact on the market.

Increasing Adoption of Machine Learning Globally

  • Machine learning capabilities are expected to be integrated in more platforms and software in the years to come, enabling organizations to take advantage of them
  • Every company is now becoming a data company, regardless of what an organization does. Traditionally, organizations relied on the availability of structured data to make decisions or predict future outcomes. However, with the explosion of Big Data and machine learning capabilities, it has become possible to analyze unstructured data to make more informed decisions.
  • Rapidity of data generation, availability of huge amount of compute power, and ease of use of new machine learning platforms are projected to lead to more number of applications that make real-time predictions and constantly get better over time
  • Machine learning is expected to have an enormous impact on the environment. It is projected that it will help improve the quality of life of citizens both at home and at work. Additionally, machine learning tools and algorithms will contribute greatly to increase global and industrial competitiveness across all sectors, including large, small, and medium-sized enterprises, and also non-tech industries.

Machine Learning Market: Competition Landscape

  • Detailed profiles of providers of machine learning have been provided in the report to evaluate their financials, key product offerings, recent developments, and strategies
  • Key players operating in the global machine learning market include
  • Amazon Web Services, Inc.,
    • BigML Inc.
    • DeepL GmbH
    • Ersatz Labs Inc.
    • Featurespace Limited
    • FICO
    • Formulate AB
    • German Auto Labs GAL GmbH
    • Google LLC
    • H2O.ai
    • Heuritech
    • Hewlett Packard Enterprise Development LP
    • IBM Corporation
    • InstaDeep Ltd
    • Microsoft Corporation
    • MySales Labs Ltd
    • Oracle Corporation
    • SAP SE
    • SAS Institute Inc.
    • understandAI GmbH

Machine Learning Market: Key Developments

  • Key providers of machine learning, such as Amazon Web Services, Inc., Microsoft Corporation, IBM Corporation, SAP SE, and Google LLC are focusing on the development of machine learning software and services to attract more customers. Some other key developments in the global machine learning market are highlighted below:
  • In April 2019, Google LLC. launched the Google AI Platform. This platform allows machine learning experts to form and run their machine learning models on Google Cloud as well as on premise. The platform is also integrated with machine learning models offered by Google that includes TPUs, Tensor Flow, and TFX tools.
  • In December 2018, Microsoft Corporation launched Azure Machine Learning services, which contain advanced capabilities that are designed to simplify the process of training, building, and deploying machine learning models
  • In November 2017, AWS introduced AWS DeepLens, a deep learning-enabled wireless video camera. AWS DeepLens is integrated with Amazon SageMaker, which helps developers to train their machine learning models over the cloud and deploy them on the DeepLens, which runs the models in real-time on the camera.
  • In the global machine learning market report, we have discussed individual strategies, followed by company profile. The ‘Competition Landscape’ section has been included in the report to provide readers with a dashboard view and company market share analysis of key players operating in the global machine learning market.

Machine Learning Market – Segmentation

TMR’s research study assesses the machine learning market on the basis of component, enterprise size, end user, and region. The report presents extensive market dynamics and progressive trends associated with different segments, and how they influence the growth prospects of the machine learning market.

Component

  • Software/Platform
  • Services
    • Professional
  • ML as a Service (MLaaS)

Enterprise Size  

  • Small & Medium Enterprise
  • Large Enterprise

End User

  • BFSI
  • Healthcare
  • Retail & eCommerce
  • IT & Telecom
  • Manufacturing
  • Energy & Utility
  • Government
  • Media & Entertainment
  • Others

Region

  • North America
  • Europe
  • Asia Pacific
  • Middle East & Africa
  • South America

    1. Preface

        1.1. Market Introduction

        1.2. Market Segmentation

        1.3. Key Research Objectives

    2. Assumptions and Research Methodology

        2.1. Research Methodolog

            2.1.1. List of Primary and Secondary Sources

        2.2. Key Assumptions for Data Modelling

    3. Executive Summary - Global  Machine Learning Market

    4. Market Overview

        4.1. Market Definition

        4.2. Market Factor Analysis

            4.2.1. Forecast Factors

            4.2.2. Ecosystem/ Value Chain Analysis

            4.2.3. Market Dynamics (Growth Influencers)

                4.2.3.1. Drivers

                4.2.3.2. Restraints

                4.2.3.3. Opportunities

                4.2.3.4. Impact Analysis of Drivers and Restraints

        4.3. Market Opportunity Assessment

            4.3.1. By Component

            4.3.2. By Enterprise Size

            4.3.3. By End-user

            4.3.4. By Region

        4.4. Competitive Scenario and Trends

            4.4.1. Machine Learning Market Concentration Rate

            4.4.2. Mergers & Acquisitions, Expansions

        4.5. Impact Analysis of COVID-19 on the Machine Learning Market

            4.5.1. By End-user

            4.5.2. End-user Sentiment Analysis: Comparative Analysis on Spending

                4.5.2.1. Increase in Spending

                4.5.2.2. Decrease in Spending

            4.5.3. Short Term and Long Term Impact on the Market

        4.6. Analysis of Machine Learning Market, By Application

            4.6.1. Image & Speech Recognition

            4.6.2. Market Trading

            4.6.3. Traffic Prediction

            4.6.4. Product Recommendation

            4.6.5. Self-driving Vehicles

            4.6.6. Virtual Personal Assistance

            4.6.7. Medical Diagnosis

        4.7. Market Outlook

    5. Global  Machine Learning Market Analysis and Forecast

            5.1.1. Market Revenue Analysis (US$ Bn), 2015-2030

                5.1.1.1. Historic Growth Trends, 2015-2019

                5.1.1.2. Forecast Trends, 2020-2030

    6. Global  Machine Learning Market Analysis, by Component

        6.1. Key Segment Analysis

        6.2. Machine Learning Market Size (US$ Bn) Forecast, by Component, 2018 - 2030

            6.2.1. Software/ Platform

            6.2.2. Services

                6.2.2.1. Professional

                6.2.2.2. ML as a Service (MLaaS)

    7. Global  Machine Learning Market Analysis, by Enterprise Size

        7.1. Key Segment Analysis

        7.2. Machine Learning Market Size (US$ Bn) Forecast, by Enterprise Size, 2018 - 2030

            7.2.1. Small & Medium Enterprises

            7.2.2. Large Enterprises

    8. Global  Machine Learning Market Analysis, by End-user

        8.1. Key Segment Analysis

        8.2. Machine Learning Market Size (US$ Bn) Forecast, by End-user, 2018 - 2030

            8.2.1. BFSI

            8.2.2. Healthcare

            8.2.3. Retail & E-commerce

            8.2.4. IT & Telecom

            8.2.5. Manufacturing

            8.2.6. Energy & Utilit

            8.2.7. Government

            8.2.8. Media & Entertainment

            8.2.9. Others

    9. Global  Machine Learning Market Analysis and Forecast, By Region

        9.1. Key Findings

        9.2. Machine Learning Market Size (US$ Bn) Forecast, by Region, 2018 - 2030

            9.2.1. North America

            9.2.2. Europe

            9.2.3. Asia Pacific

            9.2.4. Middle East & Africa

            9.2.5. South America

    10. North America Machine Learning Market Analysis

        10.1. Regional Outlook

        10.2. Machine Learning Market Size (US$ Bn) Analysis and Forecast (2018 - 2030)

            10.2.1. By Component

            10.2.2. By Enterprise Size

            10.2.3. By End-user

        10.3. Machine Learning Market Size (US$ Bn) Forecast, by Country, 2018 - 2030

            10.3.1. U.S.

            10.3.2. Canada

            10.3.3. Mexico

    11. Europe Machine Learning Market Analysis and Forecast

        11.1. Regional Outlook

        11.2. Machine Learning Market Size (US$ Bn) Analysis and Forecast (2018 - 2030)

            11.2.1. By Component

            11.2.2. By Enterprise Size

            11.2.3. By End-user

        11.3. Machine Learning Market Size (US$ Bn) Forecast, by Country & Sub-region, 2018 - 2030

            11.3.1. German

            11.3.2. UK

            11.3.3. France

            11.3.4. Ital

            11.3.5. Spain

            11.3.6. Rest of Europe

    12. Asia Pacific Machine Learning Market Analysis and Forecast

        12.1. Regional Outlook

        12.2. Machine Learning Market Size (US$ Bn) Analysis and Forecast (2018 - 2030)

            12.2.1. By Component

            12.2.2. By Enterprise Size

            12.2.3. By End-user

        12.3. Machine Learning Market Size (US$ Bn) Forecast, by Country & Sub-region, 2018 - 2030

            12.3.1. China

            12.3.2. India

            12.3.3. Japan

            12.3.4. ASEAN

            12.3.5. Rest of APAC

    13. Middle East & Africa  Machine Learning Market Analysis and Forecast

        13.1. Regional Outlook

        13.2. Machine Learning Market Size (US$ Bn) Analysis and Forecast (2018 - 2030)

            13.2.1. By Component

            13.2.2. By Enterprise Size

            13.2.3. By End-user

        13.3. Machine Learning Market Size (US$ Bn) Forecast, by Country & Sub-region, 2018 - 2030

            13.3.1. GCC

            13.3.2. South Africa

            13.3.3. Rest of MEA

    14. South America Machine Learning Market Analysis and Forecast

        14.1. Regional Outlook

        14.2. Machine Learning Market Size (US$ Bn) Analysis and Forecast (2018 - 2030)

            14.2.1. By Component

            14.2.2. By Enterprise Size

            14.2.3. By End-user

        14.3. Machine Learning Market Size (US$ Bn) Forecast, by Country & Sub-region, 2018 - 2030

            14.3.1. Brazil

            14.3.2. Rest of South America

    15. Competition Landscape

        15.1. Market Competition Matrix, by Prominent Players

        15.2. Market Revenue Share Analysis (%), by Prominent Players (2019)

    16. Company Profiles

        16.1. Amazon Web Services, Inc.

            16.1.1. Business Overview

            16.1.2. Product Portfolio

            16.1.3. Geographical Footprint

            16.1.4. Revenue and Strateg

        16.2. BigML Inc.

            16.2.1. Business Overview

            16.2.2. Product Portfolio

            16.2.3. Geographical Footprint

            16.2.4. Revenue and Strateg

        16.3. DeepL GmbH

            16.3.1. Business Overview

            16.3.2. Product Portfolio

            16.3.3. Geographical Footprint

            16.3.4. Revenue and Strateg

        16.4. Ersatz Labs Inc.

            16.4.1. Business Overview

            16.4.2. Product Portfolio

            16.4.3. Geographical Footprint

            16.4.4. Revenue and Strateg

        16.5. Featurespace Limited

            16.5.1. Business Overview

            16.5.2. Product Portfolio

            16.5.3. Geographical Footprint

            16.5.4. Revenue and Strateg

        16.6. FICO

            16.6.1. Business Overview

            16.6.2. Product Portfolio

            16.6.3. Geographical Footprint

            16.6.4. Revenue and Strateg

        16.7. Formulate AB

            16.7.1. Business Overview

            16.7.2. Product Portfolio

            16.7.3. Geographical Footprint

            16.7.4. Revenue and Strateg

        16.8. German Auto Labs GAL GmbH

            16.8.1. Business Overview

            16.8.2. Product Portfolio

            16.8.3. Geographical Footprint

            16.8.4. Revenue and Strateg

        16.9. Google LLC

            16.9.1. Business Overview

            16.9.2. Product Portfolio

            16.9.3. Geographical Footprint

            16.9.4. Revenue and Strateg

        16.10. H2O.ai

            16.10.1. Business Overview

            16.10.2. Product Portfolio

            16.10.3. Geographical Footprint

            16.10.4. Revenue and Strateg

        16.11. Heuritech

            16.11.1. Business Overview

            16.11.2. Product Portfolio

            16.11.3. Geographical Footprint

            16.11.4. Revenue and Strateg

        16.12. Hewlett Packard Enterprise Development LP

            16.12.1. Business Overview

            16.12.2. Product Portfolio

            16.12.3. Geographical Footprint

            16.12.4. Revenue and Strateg

        16.13. IBM Corporation

            16.13.1. Business Overview

            16.13.2. Product Portfolio

            16.13.3. Geographical Footprint

            16.13.4. Revenue and Strateg

        16.14. InstaDeep Ltd

            16.14.1. Business Overview

            16.14.2. Product Portfolio

            16.14.3. Geographical Footprint

            16.14.4. Revenue and Strateg

        16.15. Microsoft Corporation

            16.15.1. Business Overview

            16.15.2. Product Portfolio

            16.15.3. Geographical Footprint

            16.15.4. Revenue and Strateg

        16.16. MySales Labs Ltd

            16.16.1. Business Overview

            16.16.2. Product Portfolio

            16.16.3. Geographical Footprint

            16.16.4. Revenue and Strateg

        16.17. Oracle Corporation

            16.17.1. Business Overview

            16.17.2. Product Portfolio

            16.17.3. Geographical Footprint

            16.17.4. Revenue and Strateg

        16.18. SAP SE

            16.18.1. Business Overview

            16.18.2. Product Portfolio

            16.18.3. Geographical Footprint

            16.18.4. Revenue and Strateg

        16.19. SAS Institute Inc.

            16.19.1. Business Overview

            16.19.2. Product Portfolio

            16.19.3. Geographical Footprint

            16.19.4. Revenue and Strateg

        16.20. understandAI GmbH

            16.20.1. Business Overview

            16.20.2. Product Portfolio

            16.20.3. Geographical Footprint

            16.20.4. Revenue and Strateg

        17. Key Takeaways

    List of Tables

    Table 1: Global Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 2: Global Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 3: Global Machine Learning Market Revenue (US$ Bn)  Forecast, by End-user, 2018 – 2030

    Table 4: Global Machine Learning Market Revenue (US$ Bn) and Forecast, by Region 2018 – 2030

    Table 5: North America Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 6: North America Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 7: North America Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 8: North America Machine Learning Market Value (US$ Bn) Forecast, by Country, 2018 - 2030

    Table 9: U.S. Machine Learning Revenue CAGR Breakdown (%), by Growth Term

    Table 10: U.S. Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 11: U.S. Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 12: U.S. Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 13: Canada Machine Learning Revenue CAGR Breakdown (%), by Growth Term

    Table 14: Canada Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 15: Canada Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 16: Canada Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 17: Mexico Machine Learning Revenue CAGR Breakdown (%), by Growth Term

    Table 18: Mexico Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 19: Mexico Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 20: Mexico Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 21: Europe Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 22: Europe Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 23: Europe Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 24: Europe Machine Learning Market Value (US$ Bn) Forecast, by Country, 2018 - 2030

    Table 25: Germany Machine Learning Revenue CAGR Breakdown (%), by Growth Term

    Table 26: Germany Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 27: Germany Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 28: Germany Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 29: U.K. Machine Learning Revenue CAGR Breakdown (%), by Growth Term

    Table 30: U.K. Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 31: U.K. Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 32: U.K. Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 33: France Machine Learning Revenue CAGR Breakdown (%), by Growth Term

    Table 34: France Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 35: France Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 36: France Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 37: Italy Machine Learning Revenue CAGR Breakdown (%), by Growth Term

    Table 38: Italy Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 39: Italy Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 40: Italy Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 41: Spain Machine Learning Revenue CAGR Breakdown (%), by Growth Term

    Table 42: Spain Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 43: Spain Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 44: Spain Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 45: Asia Pacific Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 46: Asia Pacific Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 47: Asia Pacific Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 48: Asia Pacific Machine Learning Market Value (US$ Bn) Forecast, by Country, 2018 - 2030

    Table 49: China Machine Learning Revenue CAGR Breakdown (%), by Growth Term

    Table 50: China Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 51: China Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 52: China Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 53: India Machine Learning Revenue CAGR Breakdown (%), by Growth Term

    Table 54: India Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 55: India Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 56: India Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 57: Japan Machine Learning Revenue CAGR Breakdown (%), by Growth Term

    Table 58: Japan Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 59: Japan Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 60: Japan Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 61: ASEAN Machine Learning Revenue CAGR Breakdown (%), by Growth Term

    Table 62: ASEAN Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 63: ASEAN Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 64: ASEAN Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 65: Middle East & Africa Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 66: Middle East & Africa Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 67: Middle East & Africa Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 68: Middle East & Africa Machine Learning Market Value (US$ Bn) Forecast, by Country, 2018 - 2030

    Table 69: GCC Machine Learning Revenue CAGR Breakdown (%), by Growth Term

    Table 70: GCC Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 71: GCC Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 72: GCC Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 73: South Africa Machine Learning Revenue CAGR Breakdown (%), by Growth Term

    Table 74: South Africa Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 75: South Africa Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 76: South Africa Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 77: South America Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 78: South America Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 79: South America Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    Table 80: South America Machine Learning Market Value (US$ Bn) Forecast, by Country, 2018 - 2030

    Table 81: Brazil Machine Learning Revenue CAGR Breakdown (%), by Growth Term

    Table 82: Brazil Machine Learning Market Revenue (US$ Bn) Forecast, by Component , 2018-2030

    Table 83: Brazil Machine Learning Market Revenue (US$ Bn) Forecast, by Enterprise Size , 2018-2030

    Table 84: Brazil Machine Learning Market Revenue (US$ Bn) and Forecast, by End-user, 2018 – 2030

    List of Figures

    Figure 1: Global Machine Learning Market Y-o-Y Growth (Revenue %) Forecast, 2020 - 2030

    Figure 2: Global  Machine Learning Market Revenue Opportunity (US$ Bn) Forecast, 2020 - 2030

     Figure 3: Global Machine Learning  Market Opportunity Share Analysis, By Segment

    Figure 4: Global Machine Learning Market Revenue Forecast, by Region, 2020–2030

    Figure 5: Regional Outline - CAGR, by Region, 2020-2030

    Figure 6: Global Machine Learning Market Attractiveness Assessment, by Component

    Figure 7: Global Machine Learning Market Attractiveness Assessment, by Enterprise Size

     Figure 8: Global Machine Learning Market Attractiveness Assessment, by End-user

     Figure 9: Global Machine Learning Market Attractiveness Assessment, by Region

    Figure 10: Global Machine Learning Market, by Component, CAGR (Value %) (2020 – 2030)

    Figure 11: Global Machine Learning Market, by Enterprise Size, CAGR (Value %) (2020 – 2030)

    Figure 12: Global Machine Learning Market, by End-User, CAGR (Value %) (2020 – 2030)

    Figure 13: Global Machine Learning Market, by Region, CAGR (Value %) (2020 – 2030)

    Figure 14: Global Machine Learning Market Historic Growth Trends (US$ Bn ), 2015 – 2019

    Figure 15: Global Machine Learning Market Y-o-Y Growth (Value %), 2015 – 2019

    Figure 16: Global Machine Learning Market Forecast Trends (US$ Bn), 2020 - 2030

    Figure 17: Global Machine Learning Market Y-o-Y Growth (Value %), 2020 - 2030

    Figure 18: Global Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 19: Global Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 20: Global Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 21: Global Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 22: Global Machine Learning Market Share Analysis, by End-user, 2020

    Figure 23: Global Machine Learning Market Share Analysis, by End-user, 2030

    Figure 24: Global Machine Learning Market, Growth Opportunity Analysis, By Region, 2020- 2030

    Figure 25: Global Machine Learning Market Share Analysis, by Region, 2020

    Figure 26: Global Machine Learning Market Share Analysis, by Region, 2030

    Figure 27: North America Machine Learning Market Size (US$ Bn) and Y-o-Y Growth (%) Forecast, 2020 – 2030

    Figure 28: North America Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 29: North America Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 30: North America Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 31: North America Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 32: North America Machine Learning Market Share Analysis, by End-user, 2020

    Figure 33: North America Machine Learning Market Share Analysis, by End-user, 2030

    Figure 34: North America Machine Learning Market Value Share Analysis, by Country, 2020

    Figure 35: North America Machine Learning Market Value Share Analysis, by Country, 2030

    Figure 36: U.S. Machine Learning Market Forecast Trends (US$ Bn ), 2020 - 2030

    Figure 37: U.S. Machine Learning Market Y-o-Y Growth (Value %), 2020 - 2030

    Figure 38: U.S. Machine Learning Market Opportunity Growth Analysis (US$ Bn) Forecast, 2020 – 2030

    Figure 39: U.S. Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 40: U.S. Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 41: U.S. Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 42: U.S. Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 43: U.S. Machine Learning Market Share Analysis, by End-user, 2020

    Figure 44: U.S. Machine Learning Market Share Analysis, by End-user, 2030

    Figure 45: Canada Machine Learning Market Forecast Trends (US$ Bn ), 2020 - 2030

    Figure 46: Canada Machine Learning Market Y-o-Y Growth (Value %), 2020 - 2030

    Figure 47: Canada Machine Learning Market Opportunity Growth Analysis (US$ Bn) Forecast, 2020 – 2030

    Figure 48: Canada Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 49: Canada Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 50: Canada Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 51: Canada Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 52: Canada Machine Learning Market Share Analysis, by End-user, 2020

    Figure 53: Canada Machine Learning Market Share Analysis, by End-user, 2030

    Figure 54: Mexico Machine Learning Market Forecast Trends (US$ Bn ), 2020 - 2030

    Figure 55: Mexico Machine Learning Market Y-o-Y Growth (Value %), 2020 - 2030

    Figure 56: Mexico Machine Learning Market Opportunity Growth Analysis (US$ Bn) Forecast, 2020 – 2030

    Figure 57: Mexico Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 58: Mexico Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 59: Mexico Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 60: Mexico Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 61: Mexico Machine Learning Market Share Analysis, by End-user, 2020

    Figure 62: Mexico Machine Learning Market Share Analysis, by End-user, 2030

    Figure 63: Europe Machine Learning Market Size (US$ Bn) and Y-o-Y Growth (%) Forecast, 2020 – 2030

    Figure 64: Europe Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 65: Europe Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 66: Europe Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 67: Europe Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 68: Europe Machine Learning Market Share Analysis, by End-user, 2020

    Figure 69: Europe Machine Learning Market Share Analysis, by End-user, 2030

    Figure 70: Europe Machine Learning Market Value Share Analysis, by Country, 2020

    Figure 71: Europe Machine Learning Market Value Share Analysis, by Country, 2030

    Figure 72: Germany Machine Learning Market Forecast Trends (US$ Bn ), 2020 - 2030

    Figure 73: Germany Machine Learning Market Market Y-o-Y Growth (Value %), 2020 - 2030

    Figure 74: Germany Machine Learning Market Opportunity Growth Analysis (US$ Bn) Forecast, 2020 – 2030

    Figure 75: Germany Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 76: Germany Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 77: Germany Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 78: Germany Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 79: Germany Machine Learning Market Share Analysis, by End-user, 2020

    Figure 80: Germany Machine Learning Market Share Analysis, by End-user, 2030

    Figure 81: U.K. Machine Learning Market Forecast Trends (US$ Bn ), 2020 - 2030

    Figure 82: U.K. Machine Learning Market Y-o-Y Growth (Value %), 2020 - 2030

    Figure 83: U.K. Machine Learning Market Opportunity Growth Analysis (US$ Bn) Forecast, 2020 – 2030

    Figure 84: U.K. Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 85: U.K. Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 86: U.K. Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 87: U.K. Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 88: U.K. Machine Learning Market Share Analysis, by End-user, 2020

    Figure 89: U.K. Machine Learning Market Share Analysis, by End-user, 2030

    Figure 90: France Machine Learning Market Forecast Trends (US$ Bn ), 2020 - 2030

    Figure 91: France Machine Learning Market Y-o-Y Growth (Value %), 2020 - 2030

    Figure 92: France Machine Learning Market Opportunity Growth Analysis (US$ Bn) Forecast, 2020 – 2030

    Figure 93: France Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 94: France Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 95: France Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 96: France Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 97: France Machine Learning Market Share Analysis, by End-user, 2020

    Figure 98: France Machine Learning Market Share Analysis, by End-user, 2030

    Figure 99: Italy Machine Learning Market Forecast Trends (US$ Bn ), 2020 - 2030

    Figure 100: Italy Machine Learning Market Y-o-Y Growth (Value %), 2020 - 2030

    Figure 101: Italy Machine Learning Market Opportunity Growth Analysis (US$ Bn) Forecast, 2020 – 2030

    Figure 102: Italy Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 103: Italy Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 104: Italy Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 105: Italy Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 106: Italy Machine Learning Market Share Analysis, by End-user, 2020

    Figure 107: Italy Machine Learning Market Share Analysis, by End-user, 2030

    Figure 108: Spain Machine Learning Market Forecast Trends (US$ Bn ), 2020 - 2030

    Figure 109: Spain Machine Learning Market Y-o-Y Growth (Value %), 2020 - 2030

    Figure 110: Spain Machine Learning Market Opportunity Growth Analysis (US$ Bn) Forecast, 2020 – 2030

    Figure 111: Spain Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 112: Spain Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 113: Spain Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 114: Spain Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 115: Spain Machine Learning Market Share Analysis, by End-user, 2020

    Figure 116: Spain Machine Learning Market Share Analysis, by End-user, 2030

    Figure 117: Asia Pacific Machine Learning Market Size (US$ Bn) and Y-o-Y Growth (%) Forecast, 2020 – 2030

    Figure 118: Asia Pacific Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 119: Asia Pacific Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 120: Asia Pacific Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 121: Asia Pacific Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 122: Asia Pacific Machine Learning Market Share Analysis, by End-user, 2020

    Figure 123: Asia Pacific Machine Learning Market Share Analysis, by End-user, 2030

    Figure 124: Asia Pacific Machine Learning Market Value Share Analysis, by Country, 2020

    Figure 125: Asia Pacific Machine Learning Market Value Share Analysis, by Country, 2030

    Figure 126: China Machine Learning Market Forecast Trends (US$ Bn ), 2020 - 2030

    Figure 127: China Machine Learning Market Y-o-Y Growth (Value %), 2020 - 2030

    Figure 128: China Machine Learning Market Opportunity Growth Analysis (US$ Bn) Forecast, 2020 – 2030

    Figure 129: China Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 130: China Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 131: China Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 132: China Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 133: China Machine Learning Market Share Analysis, by End-user, 2020

    Figure 134: China Machine Learning Market Share Analysis, by End-user, 2030

    Figure 135: India Machine Learning Market Forecast Trends (US$ Bn ), 2020 - 2030

    Figure 136: India Machine Learning Market Y-o-Y Growth (Value %), 2020 - 2030

    Figure 137: India Machine Learning Market Opportunity Growth Analysis (US$ Bn) Forecast, 2020 – 2030

    Figure 138: India Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 139: India Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 140: India Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 141: India Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 142: India Machine Learning Market Share Analysis, by End-user, 2020

    Figure 143: India Machine Learning Market Share Analysis, by End-user, 2030

    Figure 144: Japan Machine Learning Market Forecast Trends (US$ Bn ), 2020 - 2030

    Figure 145: Japan Machine Learning Market Y-o-Y Growth (Value %), 2020 - 2030

    Figure 146: Japan Machine Learning Market Opportunity Growth Analysis (US$ Bn) Forecast, 2020 – 2030

    Figure 147: Japan Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 148: Japan Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 149: Japan Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 150: Japan Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 151: Japan Machine Learning Market Share Analysis, by End-user, 2020

    Figure 152: Japan Machine Learning Market Share Analysis, by End-user, 2030

    Figure 153: ASEAN Machine Learning Market Forecast Trends (US$ Bn ), 2020 - 2030

    Figure 154: ASEAN Machine Learning Market Y-o-Y Growth (Value %), 2020 - 2030

    Figure 155: ASEAN Machine Learning Market Opportunity Growth Analysis (US$ Bn) Forecast, 2020 – 2030

    Figure 156: ASEAN Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 157: ASEAN Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 158: ASEAN Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 159: ASEAN Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 160: ASEAN Machine Learning Market Share Analysis, by End-user, 2020

    Figure 161: ASEAN Machine Learning Market Share Analysis, by End-user, 2030

    Figure 162: Middle East & Africa Machine Learning Market Size (US$ Bn) and Y-o-Y Growth (%) Forecast, 2020 – 2030

    Figure 163: Middle East & Africa Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 164: Middle East & Africa Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 165: Middle East & Africa Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 166: Middle East & Africa Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 167: Middle East & Africa Machine Learning Market Share Analysis, by End-user, 2020

    Figure 168: Middle East & Africa Machine Learning Market Share Analysis, by End-user, 2030

    Figure 169: Middle East & Africa Machine Learning Market Value Share Analysis, by Country, 2020

    Figure 170: Middle East & Africa Machine Learning Market Value Share Analysis, by Country, 2030

    Figure 171: GCC Machine Learning Market Forecast Trends (US$ Bn ), 2020 - 2030

    Figure 172: GCC Machine Learning Market Y-o-Y Growth (Value %), 2020 - 2030

    Figure 173: GCC Machine Learning Market Opportunity Growth Analysis (US$ Bn) Forecast, 2020 – 2030

    Figure 174: GCC Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 175: GCC Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 176: GCC Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 177: GCC Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 178: GCC Machine Learning Market Share Analysis, by End-user, 2020

    Figure 179: GCC Machine Learning Market Share Analysis, by End-user, 2030

    Figure 180: South Africa Machine Learning Market Forecast Trends (US$ Bn ), 2020 - 2030

    Figure 181: South Africa Machine Learning Market Y-o-Y Growth (Value %), 2020 - 2030

    Figure 182: South Africa Machine Learning Market Opportunity Growth Analysis (US$ Bn) Forecast, 2020 – 2030

    Figure 183: South Africa Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 184: South Africa Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 185: South Africa Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 186: South Africa Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 187: South Africa Machine Learning Market Share Analysis, by End-user, 2020

    Figure 188: South Africa Machine Learning Market Share Analysis, by End-user, 2030

    Figure 189: South America Machine Learning Market Size (US$ Bn) and Y-o-Y Growth (%) Forecast, 2020 – 2030

    Figure 190: South America Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 191: South America Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 192: South America Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 193: South America Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 194: South America Machine Learning Market Share Analysis, by End-user, 2020

    Figure 195: South America Machine Learning Market Share Analysis, by End-user, 2030

    Figure 196: South America Machine Learning Market Value Share Analysis, by Country, 2020

    Figure 197: South America Machine Learning Market Value Share Analysis, by Country, 2030

    Figure 198: Brazil Machine Learning Market Forecast Trends (US$ Bn ), 2020 - 2030

    Figure 199: Brazil Machine Learning Market Y-o-Y Growth (Value %), 2020 - 2030

    Figure 200: Brazil Machine Learning Market Opportunity Growth Analysis (US$ Bn) Forecast, 2020 – 2030

    Figure 201: Brazil Machine Learning Market Value Share Analysis, by Component, 2020

    Figure 202: Brazil Machine Learning Market Value Share Analysis, by Component, 2030

    Figure 203: Brazil Machine Learning Market Value Share Analysis, by Enterprise Size , 2020

     Figure 204: Brazil Machine Learning Market Value Share Analysis, by Enterprise Size , 2030

    Figure 205: Brazil Machine Learning Market Share Analysis, by End-user, 2020

    Figure 206: Brazil Machine Learning Market Share Analysis, by End-user, 2030

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