Machine Learning in the Life Sciences Market with COVID-19 Impact Analysis, By Component (Software and Services), By Application (Drug Discovery and Development, Precision Medicine, Genomics and Proteomics, Medical Imaging and Diagnostics and Clinical Research and Trials), By End User (Pharmaceutical and Biotechnology Companies, Academic and Research Institutions, Healthcare Providers and Contract Research Organizations (CROs)), By Country, and By Region Industry Analysis, Market Size, Market Share & Forecast from 2023-2030
REPORT HIGHLIGHT
Machine Learning in the Life Sciences Market size was valued at USD 1,807.4 Million in 2022, expanding at a CAGR of 22.9% from 2023 to 2030.
Artificial intelligence (AI), encompassing machine learning, mimics human intelligence in machines. AI systems are employed for complex problem-solving tasks, similar to human cognitive processes. In the future, AI and machine learning (ML) will play a vital role in accelerating and enhancing drug development, reducing healthcare costs, and improving patient access to treatments in the life sciences industry.
Machine Learning in the Life Sciences Market- Market Dynamics
- Increasing uses of AI technologies drive the market growth
Machine learning is gaining significance in the healthcare sector, particularly in disseminating up-to-date safety information for healthcare products. Life science companies are increasingly focused on improving drug labels to better communicate safety information, especially for personalized medications. This necessitates updated reference labels, considering factors like artwork printing and manufacturing run dates. Corporations set stricter submission deadlines than health authorities, adding to the complexity and cost. Machine learning helps determine the optimal submission date by analyzing data points, streamlining the process and ensuring safety compliance.
Machine Learning in the Life Sciences Market- Key Insights
- The global Machine Learning in the Life Sciences market is expected to grow at a CAGR of approximately 22.9% annually during the forecast period (2023-2030).
- The industry is witnessing significant growth due to increased investments in advanced technologies by life science industries.
- North America is anticipated to lead the market due to rising demand for AI solutions across various life sciences applications.
- Clinical research and trials are projected to dominate the market, given the data-intensive nature of this field and the potential for AI to uncover valuable connections in diverse patient data.
Machine Learning in the Life Sciences Market- Geographical Insights
The market is present across North America, Latin America, Europe, Asia Pacific, and the Middle East and Africa, with further subdivisions by country. North America is poised to dominate the market due to high demand for AI solutions across various life sciences applications. The region boasts numerous pharmaceutical companies and experiences strong demand for American pharmaceutical exports globally.
Machine Learning in the Life Sciences Market- Competitive Landscape:
Key players in the market include Atomwise Inc, Insilico Medicine Inc., IBM Corporation, AiCure LLC, Nuance Communications Inc., Sensely Inc., Sophia Genetics SA, NuMedii Inc., Enlitic Inc., Apixio Inc., Zebra Medical Vision, and twoXAR Inc.
Recent Developments:
- In May 2023, Google Cloud introduced two AI-powered solutions for the life sciences industry. The Multiomics Suite expedites genetic data identification and analysis to aid in precision medicine development. The Target and Lead Identification Suite assists researchers in better understanding amino acids\' roles and predicting protein structures.
Key features of the study:
- This proposed research study on Machine Learning in the Life Sciences market provides market size (US$ million), compound annual growth rate (CAGR %) and forecast estimation (2023-2030), considering 2022 as the base year
- The report provides the client the latest up-to-date and trending insights about the Machine Learning in the Life Sciences market.
- The research report elucidates potential growth opportunities across different segments/countries and explains attractive investment proposition matrix for Machine Learning in the Life Sciences market
- The overall report identifies new investment opportunities, challenges faced by established players, and growth factors to sustain in the Machine Learning in the Life Sciences market
- Impact of COVID-19 on Machine Learning in the Life Sciences market size, forecast, CAGR, and market dynamics are discussed in detail under the research scope. Detailed insight on Machine Learning in the Life Sciences market post-COVID will also be covered.
- In order to give the users of this report a comprehensive view on the Machine Learning in the Life Sciences market, we have also included competitive landscape and key innovator analysis for the Machine Learning in the Life Sciences market.
- The study encompasses a growth prospect mapping analysis, wherein all the industry segments are benchmarked based on their market size, growth rate and attractiveness.
- The report offers detailed company profiling featuring major market participants which will help users to understand their financial information and strategic initiatives of players operating in the Machine Learning in the Life Sciences market.
- In addition, the report also unveils the important acquisitions & mergers, collaborations & joint ventures, new launch, research & development, regional expansion of major participants involved in the market on global as well as regional level.
- The global Machine Learning in the Life Sciences market report primarily caters to various stakeholders in this industry including suppliers, investors, new entrants, distributors, and financial analysts
SCOPE OF THE REPORT
The scope of this report covers the market by its major segments, which include as follows:
GLOBAL MACHINE LEARNING IN THE LIFE SCIENCES MARKET KEY PLAYERS
- Atomwise Inc
- Insilico Medicine Inc.
- IBM Corporation
- AiCure LLC
- Nuance Communications Inc.
- Sensely Inc.
- Sophia Genetics SA
- NuMedii Inc.
- Enlitic Inc.
- Apixio Inc.
- Zebra Medical Vision
- twoXAR Inc.
GLOBAL MACHINE LEARNING IN THE LIFE SCIENCES MARKET, BY COMPONENT
- Software
- Services
GLOBAL MACHINE LEARNING IN THE LIFE SCIENCES MARKET, BY APPLICATION
- Drug Discovery and Development
- Precision Medicine
- Genomics and Proteomics
- Medical Imaging and Diagnostics
- Clinical Research and Trials
GLOBAL MACHINE LEARNING IN THE LIFE SCIENCES MARKET, BY END USER
- Pharmaceutical and Biotechnology Companies
- Academic and Research Institutions
- Healthcare Providers
- Contract Research Organizations (CROs)
GLOBAL MACHINE LEARNING IN THE LIFE SCIENCES MARKET, BY REGION
- North America
- The U.S.
- Canada
- Europe
- Germany
- France
- Italy
- Spain
- United Kingdom
- Russia
- Netherlands
- Sweden
- Poland
- Rest of Europe
- Asia Pacific
- India
- China
- South Korea
- Japan
- Australia
- Thailand
- Indonesia
- Philippines
- Rest of APAC
- Latin America
- Brazil
- Mexico
- Argentina
- Colombia
- Rest of LATAM
- The Middle East and Africa
- Saudi Arabia
- United Arab Emirates
- Israel
- Turkey
- Algeria
- Egypt
- Rest of MEA
TABLE OF CONTENT
1. Machine Learning in the Life Sciences Market Overview
1.1. Study Scope
1.2. Market Estimation Years
2. Executive Summary
2.1. Market Snippet
2.1.1. Machine Learning in the Life Sciences Market Snippet by Component
2.1.2. Machine Learning in the Life Sciences Market Snippet by Application
2.1.3. Machine Learning in the Life Sciences Market Snippet by End User
2.1.4. Machine Learning in the Life Sciences Market Snippet by Country
2.1.5. Machine Learning in the Life Sciences Market Snippet by Region
2.2. Competitive Insights
3. Machine Learning in the Life Sciences Key Market Trends
3.1. Machine Learning in the Life Sciences Market Drivers
3.1.1. Impact Analysis of Market Drivers
3.2. Machine Learning in the Life Sciences Market Restraints
3.2.1. Impact Analysis of Market Restraints
3.3. Machine Learning in the Life Sciences Market Opportunities
3.4. Machine Learning in the Life Sciences Market Future Trends
4. Machine Learning in the Life Sciences Industry Study
4.1. PEST Analysis
4.2. Porter’s Five Forces Analysis
4.3. Growth Prospect Mapping
4.4. Regulatory Framework Analysis
5. Machine Learning in the Life Sciences Market: COVID-19 Impact Analysis
5.1. Pre-COVID-19 Impact Analysis
5.2. Post-COVID-19 Impact Analysis
5.2.1. Top Performing Segments
5.2.2. Marginal Growth Segments
5.2.3. Top Looser Segments
5.2.4. Marginal Loss Segments
6. Machine Learning in the Life Sciences Market Landscape
6.1. Machine Learning in the Life Sciences Market Share Analysis, 2022
6.2. Breakdown Data, by Key Manufacturer
6.2.1. Established Players’ Analysis
6.2.2. Emerging Players’ Analysis
7. Machine Learning in the Life Sciences Market – By Component
7.1. Overview
7.1.1. Segment Share Analysis, By Component, 2022 & 2030 (%)
7.1.2. Software
7.1.3. Services
8. Machine Learning in the Life Sciences Market – By Application
8.1. Overview
8.1.1. Segment Share Analysis, By Application, 2022 & 2030 (%)
8.1.2. Drug Discovery and Development
8.1.3. Precision Medicine
8.1.4. Genomics and Proteomics
8.1.5. Medical Imaging and Diagnostics
8.1.6. Clinical Research and Trials
9. Machine Learning in the Life Sciences Market – By End User
9.1. Overview
9.1.1. Segment Share Analysis, By End User, 2022 & 2030 (%)
9.1.2. Pharmaceutical and Biotechnology Companies
9.1.3. Academic and Research Institutions
9.1.4. Healthcare Providers
9.1.5. Contract Research Organizations (CROs)
10. Machine Learning in the Life Sciences Market– By Geography
10.1. Introduction
10.1.1. Segment Share Analysis, By Geography, 2022 & 2030 (%)
10.2. North America
10.2.1. Overview
10.2.2. Machine Learning in the Life Sciences Key Manufacturers in North America
10.2.3. North America Market Size and Forecast, By Country, 2018 - 2030 (US$ Million)
10.2.4. North America Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.2.5. North America Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.2.6. North America Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.2.7. U.S.
10.2.7.1. Overview
10.2.7.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.2.7.3. U.S. Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.2.7.4. U.S. Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.2.7.5. U.S. Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.2.8. Canada
10.2.8.1. Overview
10.2.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.2.8.3. Canada Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.2.8.4. Canada Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.2.8.5. Canada Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.3. Europe
10.3.1. Overview
10.3.2. Machine Learning in the Life Sciences Key Manufacturers in Europe
10.3.3. Europe Market Size and Forecast, By Country, 2018 - 2030 (US$ Million)
10.3.4. Europe Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.3.5. Europe Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.3.6. Europe Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.3.7. Germany
10.3.7.1. Overview
10.3.7.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.3.7.3. Germany Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.3.7.4. Germany Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.3.7.5. Germany Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.3.8. Italy
10.3.8.1. Overview
10.3.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.3.8.3. Italy Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.3.8.4. Italy Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.3.8.5. Italy Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.3.9. United Kingdom
10.3.9.1. Overview
10.3.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.3.9.3. United Kingdom Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.3.9.4. United Kingdom Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.3.9.5. United Kingdom Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.3.10. France
10.3.10.1. Overview
10.3.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.3.10.3. France Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.3.10.4. France Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.3.10.5. France Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.3.11. Russia
10.3.11.1. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.3.11.2. Russia Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.3.11.3. Russia Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.3.11.4. Russia Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.3.12. Netherlands
10.3.12.1. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.3.12.2. Netherlands Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.3.12.3. Netherlands Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.3.12.4. Netherlands Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.3.13. Sweden
10.3.13.1. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.3.13.2. Sweden Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.3.13.3. Sweden Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.3.13.4. Sweden Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.3.14. Poland
10.3.14.1. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.3.14.2. Poland Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.3.14.3. Poland Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.3.14.4. Poland Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.3.15. Rest of Europe
10.3.15.1. Overview
10.3.15.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.3.15.3. Rest of the Europe Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.3.15.4. Rest of the Europe Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.3.15.5. Rest of the Europe Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.4. Asia Pacific (APAC)
10.4.1. Overview
10.4.2. Machine Learning in the Life Sciences Key Manufacturers in Asia Pacific
10.4.3. Asia Pacific Market Size and Forecast, By Country, 2018 - 2030 (US$ Million)
10.4.4. Asia Pacific Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.4.5. Asia Pacific Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.4.6. Asia Pacific Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.4.7. India
10.4.7.1. Overview
10.4.7.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.4.7.3. India Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.4.7.4. India Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.4.7.5. India Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.4.8. China
10.4.8.1. Overview
10.4.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.4.8.3. China Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.4.8.4. China Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.4.8.5. China Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.4.9. Japan
10.4.9.1. Overview
10.4.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.4.9.3. Japan Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.4.9.4. Japan Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.4.9.5. Japan Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.4.10. South Korea
10.4.10.1. Overview
10.4.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.4.10.3. South Korea Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.4.10.4. South Korea Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.4.10.5. South Korea Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.4.11. Australia
10.4.11.1. Overview
10.4.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.4.11.3. Australia Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.4.11.4. Australia Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.4.11.5. Australia Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.4.12. Thailand
10.4.12.1. Overview
10.4.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.4.12.3. Thailand Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.4.12.4. Thailand Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.4.12.5. Thailand Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.4.13. Indonesia
10.4.13.1. Overview
10.4.13.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.4.13.3. Indonesia Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.4.13.4. Indonesia Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.4.13.5. Indonesia Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.4.14. Philippines
10.4.14.1. Overview
10.4.14.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.4.14.3. Philippines Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.4.14.4. Philippines Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.4.14.5. Philippines Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.4.15. Rest of APAC
10.4.15.1. Overview
10.4.15.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.4.15.3. Rest of APAC Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.4.15.4. Rest of APAC Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.4.15.5. Rest of APAC Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.5. Latin America
10.5.1. Overview
10.5.2. Machine Learning in the Life Sciences Key Manufacturers in Latin America
10.5.3. Latin America Market Size and Forecast, By Country, 2018 - 2030 (US$ Million)
10.5.4. Latin America Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.5.5. Latin America Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.5.6. Latin America Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.5.7. Brazil
10.5.7.1. Overview
10.5.7.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.5.7.3. Brazil Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.5.7.4. Brazil Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.5.7.5. Brazil Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.5.8. Mexico
10.5.8.1. Overview
10.5.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.5.8.3. Mexico Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.5.8.4. Mexico Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.5.8.5. Mexico Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.5.9. Argentina
10.5.9.1. Overview
10.5.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.5.9.3. Argentina Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.5.9.4. Argentina Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.5.9.5. Argentina Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.5.10. Colombia
10.5.10.1. Overview
10.5.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.5.10.3. Colombia Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.5.10.4. Colombia Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.5.10.5. Colombia Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.5.11. Rest of LATAM
10.5.11.1. Overview
10.5.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.5.11.3. Rest of LATAM Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.5.11.4. Rest of LATAM Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.5.11.5. Rest of LATAM Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.6. Middle East and Africa
10.6.1. Overview
10.6.2. Machine Learning in the Life Sciences Key Manufacturers in Middle East and Africa
10.6.3. Middle East and Africa Market Size and Forecast, By Country, 2018 - 2030 (US$ Million)
10.6.4. Middle East and Africa Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.6.5. Middle East and Africa Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.6.6. Middle East and Africa Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.6.7. Saudi Arabia
10.6.7.1. Overview
10.6.7.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.6.7.3. Saudi Arabia Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.6.7.4. Saudi Arabia Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.6.7.5. Saudi Arabia Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.6.8. United Arab Emirates
10.6.8.1. Overview
10.6.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.6.8.3. United Arab Emirates Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.6.8.4. United Arab Emirates Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.6.8.5. United Arab Emirates Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.6.9. Israel
10.6.9.1. Overview
10.6.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.6.9.3. Israel Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.6.9.4. Israel Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.6.9.5. Israel Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.6.10. Turkey
10.6.10.1. Overview
10.6.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.6.10.3. Turkey Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.6.10.4. Turkey Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.6.10.5. Turkey Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.6.11. Algeria
10.6.11.1. Overview
10.6.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.6.11.3. Algeria Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.6.11.4. Algeria Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.6.11.5. Algeria Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.6.12. Egypt
10.6.12.1. Overview
10.6.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.6.12.3. Egypt Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.6.12.4. Egypt Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.6.12.5. Egypt Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
10.6.13. Rest of MEA
10.6.13.1. Overview
10.6.13.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
10.6.13.3. Rest of MEA Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
10.6.13.4. Rest of MEA Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
10.6.13.5. Rest of MEA Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
11. Key Vendor Analysis- Machine Learning in the Life Sciences Industry
11.1. Competitive Dashboard
11.2. Company Profiles
11.2.1. Atomwise Inc
11.2.2. Insilico Medicine Inc.
11.2.3. IBM Corporation
11.2.4. AiCure LLC
11.2.5. Nuance Communications Inc.
11.2.6. Sensely Inc.
11.2.7. Sophia Genetics SA
11.2.8. NuMedii Inc.
11.2.9. Enlitic Inc.
11.2.10. Apixio Inc.
11.2.11. Zebra Medical Vision
11.2.12. twoXAR Inc.
12. 360 Degree Analyst View
13. Appendix
13.1. Research Methodology
13.2. References
13.3. Abbreviations
13.4. Disclaimer
13.5. Contact Us
