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Global Machine Learning in Pharmaceutical Market Research Report 2025
Published Date: May 2025
|
Report Code: QYRE-Auto-13W15658
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Global Machine Learning in Pharmaceutical Market Research Report 2023
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Global Machine Learning in Pharmaceutical Market Research Report 2025

Code: QYRE-Auto-13W15658
Report
May 2025
Pages:73
QYResearch
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DESCRIPTION
TABLE OF CONTENT
TABLES & FIGURES

Machine Learning in Pharmaceutical Market Size

The global market for Machine Learning in Pharmaceutical was valued at US$ 2587 million in the year 2024 and is projected to reach a revised size of US$ 3867 million by 2031, growing at a CAGR of 6.0% during the forecast period.

Machine Learning in Pharmaceutical Market

Machine Learning in Pharmaceutical Market

Machine learning in pharmaceutical industry refers to the use of artificial intelligence (AI) algorithms and statistical models to analyze large datasets in order to identify patterns and relationships that can be used to make better decisions related to drug development, clinical trials, and patient care.
The global pharmaceutical market is 1475 billion USD in 2022, growing at a CAGR of 5% during the next six years. The pharmaceutical market includes chemical drugs and biological drugs. For biologics is expected to 381 billion USD in 2022. In comparison, the chemical drug market is estimated to increase from 1005 billion in 2018 to 1094 billion U.S. dollars in 2022. The pharmaceutical market factors such as increasing demand for healthcare, technological advancements, and the rising prevalence of chronic diseases, increase in funding from private & government organizations for development of pharmaceutical manufacturing segments and rise in R&D activities for drugs. However, the industry also faces challenges such as stringent regulations, high costs of research and development, and patent expirations. Companies need to continuously innovate and adapt to these challenges to stay competitive in the market and ensure their products reach patients in need. Additionally, the COVID-19 pandemic has highlighted the importance of vaccine development and supply chain management, further emphasizing the need for pharmaceutical companies to be agile and responsive to emerging public health needs.
This report aims to provide a comprehensive presentation of the global market for Machine Learning in Pharmaceutical, with both quantitative and qualitative analysis, to help readers develop business/growth strategies, assess the market competitive situation, analyze their position in the current marketplace, and make informed business decisions regarding Machine Learning in Pharmaceutical.
The Machine Learning in Pharmaceutical market size, estimations, and forecasts are provided in terms of and revenue ($ millions), considering 2024 as the base year, with history and forecast data for the period from 2020 to 2031. This report segments the global Machine Learning in Pharmaceutical market comprehensively. Regional market sizes, concerning products by Type, by Application, and by players, are also provided.
For a more in-depth understanding of the market, the report provides profiles of the competitive landscape, key competitors, and their respective market ranks. The report also discusses technological trends and new product developments.
The report will help the Machine Learning in Pharmaceutical companies, new entrants, and industry chain related companies in this market with information on the revenues for the overall market and the sub-segments across the different segments, by company, by Type, by Application, and by regions.
Market Segmentation

Scope of Machine Learning in Pharmaceutical Market Report

Report Metric Details
Report Name Machine Learning in Pharmaceutical Market
Accounted market size in year US$ 2587 million
Forecasted market size in 2031 US$ 3867 million
CAGR 6.0%
Base Year year
Forecasted years 2025 - 2031
Segment by Type
  • Pharmaceutical
  • Clinical Use
  • Others
Segment by Application
  • Drug Development
  • Clinical Trials
  • Patient Care
  • Others
By Region
  • North America (United States, Canada)
  • Europe (Germany, France, UK, Italy, Russia) Rest of Europe
  • Nordic Countries
  • Asia-Pacific (China, Japan, South Korea)
  • Southeast Asia (India, Australia)
  • Rest of Asia
  • Latin America (Mexico, Brazil)
  • Rest of Latin America
  • Middle East & Africa (Turkey, Saudi Arabia, UAE, Rest of MEA)
By Company Cyclica inc, BioSymetrics Inc., Cloud Pharmaceuticals, Inc, Deep Genomics, Atomwise Inc., Alphabet Inc., NVIDIA Corporation, International Business Machines Corporation, Microsoft Corporation, IBM
Forecast units USD million in value
Report coverage Revenue and volume forecast, company share, competitive landscape, growth factors and trends

Chapter Outline

  • Chapter 1: Introduces the report scope of the report, executive summary of different market segments (by Type, by Application, etc), including the market size of each market segment, future development potential, and so on. It offers a high-level view of the current state of the market and its likely evolution in the short to mid-term, and long term.
  • Chapter 2: Introduces executive summary of global market size, regional market size, this section also introduces the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by companies in the industry, and the analysis of relevant policies in the industry.
  • Chapter 3: Detailed analysis of Machine Learning in Pharmaceutical company competitive landscape, revenue market share, latest development plan, merger, and acquisition information, etc.
  • Chapter 4: Provides the analysis of various market segments by Type, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different market segments.
  • Chapter 5: Provides the analysis of various market segments by Application, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.
  • Chapter 6, 7, 8, 9, 10: North America, Europe, Asia Pacific, Latin America, Middle East and Africa segment by country. It provides a quantitative analysis of the market size and development potential of each region and its main countries and introduces the market development, future development prospects, market space, and capacity of each country in the world.
  • Chapter 11: Provides profiles of key players, introducing the basic situation of the main companies in the market in detail, including product sales, revenue, price, gross margin, product introduction, recent development, etc.
  • Chapter 12: The main points and conclusions of the report.

FAQ for this report

How fast is Machine Learning in Pharmaceutical Market growing?

Ans: The Machine Learning in Pharmaceutical Market witnessing a CAGR of 6.0% during the forecast period 2025-2031.

What is the Machine Learning in Pharmaceutical Market size in 2031?

Ans: The Machine Learning in Pharmaceutical Market size in 2031 will be US$ 3867 million.

Who are the main players in the Machine Learning in Pharmaceutical Market report?

Ans: The main players in the Machine Learning in Pharmaceutical Market are Cyclica inc, BioSymetrics Inc., Cloud Pharmaceuticals, Inc, Deep Genomics, Atomwise Inc., Alphabet Inc., NVIDIA Corporation, International Business Machines Corporation, Microsoft Corporation, IBM

What are the Application segmentation covered in the Machine Learning in Pharmaceutical Market report?

Ans: The Applications covered in the Machine Learning in Pharmaceutical Market report are Drug Development, Clinical Trials, Patient Care, Others

What are the Type segmentation covered in the Machine Learning in Pharmaceutical Market report?

Ans: The Types covered in the Machine Learning in Pharmaceutical Market report are Pharmaceutical, Clinical Use, Others

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1 Report Overview
1.1 Study Scope
1.2 Market Analysis by Type
1.2.1 Global Machine Learning in Pharmaceutical Market Size Growth Rate by Type: 2020 VS 2024 VS 2031
1.2.2 Pharmaceutical
1.2.3 Clinical Use
1.2.4 Others
1.3 Market by Application
1.3.1 Global Machine Learning in Pharmaceutical Market Growth by Application: 2020 VS 2024 VS 2031
1.3.2 Drug Development
1.3.3 Clinical Trials
1.3.4 Patient Care
1.3.5 Others
1.4 Assumptions and Limitations
1.5 Study Objectives
1.6 Years Considered
2 Global Growth Trends
2.1 Global Machine Learning in Pharmaceutical Market Perspective (2020-2031)
2.2 Global Machine Learning in Pharmaceutical Growth Trends by Region
2.2.1 Global Machine Learning in Pharmaceutical Market Size by Region: 2020 VS 2024 VS 2031
2.2.2 Machine Learning in Pharmaceutical Historic Market Size by Region (2020-2025)
2.2.3 Machine Learning in Pharmaceutical Forecasted Market Size by Region (2026-2031)
2.3 Machine Learning in Pharmaceutical Market Dynamics
2.3.1 Machine Learning in Pharmaceutical Industry Trends
2.3.2 Machine Learning in Pharmaceutical Market Drivers
2.3.3 Machine Learning in Pharmaceutical Market Challenges
2.3.4 Machine Learning in Pharmaceutical Market Restraints
3 Competition Landscape by Key Players
3.1 Global Top Machine Learning in Pharmaceutical Players by Revenue
3.1.1 Global Top Machine Learning in Pharmaceutical Players by Revenue (2020-2025)
3.1.2 Global Machine Learning in Pharmaceutical Revenue Market Share by Players (2020-2025)
3.2 Global Machine Learning in Pharmaceutical Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
3.3 Global Key Players Ranking by Machine Learning in Pharmaceutical Revenue
3.4 Global Machine Learning in Pharmaceutical Market Concentration Ratio
3.4.1 Global Machine Learning in Pharmaceutical Market Concentration Ratio (CR5 and HHI)
3.4.2 Global Top 10 and Top 5 Companies by Machine Learning in Pharmaceutical Revenue in 2024
3.5 Global Key Players of Machine Learning in Pharmaceutical Head office and Area Served
3.6 Global Key Players of Machine Learning in Pharmaceutical, Product and Application
3.7 Global Key Players of Machine Learning in Pharmaceutical, Date of Enter into This Industry
3.8 Mergers & Acquisitions, Expansion Plans
4 Machine Learning in Pharmaceutical Breakdown Data by Type
4.1 Global Machine Learning in Pharmaceutical Historic Market Size by Type (2020-2025)
4.2 Global Machine Learning in Pharmaceutical Forecasted Market Size by Type (2026-2031)
5 Machine Learning in Pharmaceutical Breakdown Data by Application
5.1 Global Machine Learning in Pharmaceutical Historic Market Size by Application (2020-2025)
5.2 Global Machine Learning in Pharmaceutical Forecasted Market Size by Application (2026-2031)
6 North America
6.1 North America Machine Learning in Pharmaceutical Market Size (2020-2031)
6.2 North America Machine Learning in Pharmaceutical Market Growth Rate by Country: 2020 VS 2024 VS 2031
6.3 North America Machine Learning in Pharmaceutical Market Size by Country (2020-2025)
6.4 North America Machine Learning in Pharmaceutical Market Size by Country (2026-2031)
6.5 United States
6.6 Canada
7 Europe
7.1 Europe Machine Learning in Pharmaceutical Market Size (2020-2031)
7.2 Europe Machine Learning in Pharmaceutical Market Growth Rate by Country: 2020 VS 2024 VS 2031
7.3 Europe Machine Learning in Pharmaceutical Market Size by Country (2020-2025)
7.4 Europe Machine Learning in Pharmaceutical Market Size by Country (2026-2031)
7.5 Germany
7.6 France
7.7 U.K.
7.8 Italy
7.9 Russia
7.10 Nordic Countries
8 Asia-Pacific
8.1 Asia-Pacific Machine Learning in Pharmaceutical Market Size (2020-2031)
8.2 Asia-Pacific Machine Learning in Pharmaceutical Market Growth Rate by Region: 2020 VS 2024 VS 2031
8.3 Asia-Pacific Machine Learning in Pharmaceutical Market Size by Region (2020-2025)
8.4 Asia-Pacific Machine Learning in Pharmaceutical Market Size by Region (2026-2031)
8.5 China
8.6 Japan
8.7 South Korea
8.8 Southeast Asia
8.9 India
8.10 Australia
9 Latin America
9.1 Latin America Machine Learning in Pharmaceutical Market Size (2020-2031)
9.2 Latin America Machine Learning in Pharmaceutical Market Growth Rate by Country: 2020 VS 2024 VS 2031
9.3 Latin America Machine Learning in Pharmaceutical Market Size by Country (2020-2025)
9.4 Latin America Machine Learning in Pharmaceutical Market Size by Country (2026-2031)
9.5 Mexico
9.6 Brazil
10 Middle East & Africa
10.1 Middle East & Africa Machine Learning in Pharmaceutical Market Size (2020-2031)
10.2 Middle East & Africa Machine Learning in Pharmaceutical Market Growth Rate by Country: 2020 VS 2024 VS 2031
10.3 Middle East & Africa Machine Learning in Pharmaceutical Market Size by Country (2020-2025)
10.4 Middle East & Africa Machine Learning in Pharmaceutical Market Size by Country (2026-2031)
10.5 Turkey
10.6 Saudi Arabia
10.7 UAE
11 Key Players Profiles
11.1 Cyclica inc
11.1.1 Cyclica inc Company Details
11.1.2 Cyclica inc Business Overview
11.1.3 Cyclica inc Machine Learning in Pharmaceutical Introduction
11.1.4 Cyclica inc Revenue in Machine Learning in Pharmaceutical Business (2020-2025)
11.1.5 Cyclica inc Recent Development
11.2 BioSymetrics Inc.
11.2.1 BioSymetrics Inc. Company Details
11.2.2 BioSymetrics Inc. Business Overview
11.2.3 BioSymetrics Inc. Machine Learning in Pharmaceutical Introduction
11.2.4 BioSymetrics Inc. Revenue in Machine Learning in Pharmaceutical Business (2020-2025)
11.2.5 BioSymetrics Inc. Recent Development
11.3 Cloud Pharmaceuticals, Inc
11.3.1 Cloud Pharmaceuticals, Inc Company Details
11.3.2 Cloud Pharmaceuticals, Inc Business Overview
11.3.3 Cloud Pharmaceuticals, Inc Machine Learning in Pharmaceutical Introduction
11.3.4 Cloud Pharmaceuticals, Inc Revenue in Machine Learning in Pharmaceutical Business (2020-2025)
11.3.5 Cloud Pharmaceuticals, Inc Recent Development
11.4 Deep Genomics
11.4.1 Deep Genomics Company Details
11.4.2 Deep Genomics Business Overview
11.4.3 Deep Genomics Machine Learning in Pharmaceutical Introduction
11.4.4 Deep Genomics Revenue in Machine Learning in Pharmaceutical Business (2020-2025)
11.4.5 Deep Genomics Recent Development
11.5 Atomwise Inc.
11.5.1 Atomwise Inc. Company Details
11.5.2 Atomwise Inc. Business Overview
11.5.3 Atomwise Inc. Machine Learning in Pharmaceutical Introduction
11.5.4 Atomwise Inc. Revenue in Machine Learning in Pharmaceutical Business (2020-2025)
11.5.5 Atomwise Inc. Recent Development
11.6 Alphabet Inc.
11.6.1 Alphabet Inc. Company Details
11.6.2 Alphabet Inc. Business Overview
11.6.3 Alphabet Inc. Machine Learning in Pharmaceutical Introduction
11.6.4 Alphabet Inc. Revenue in Machine Learning in Pharmaceutical Business (2020-2025)
11.6.5 Alphabet Inc. Recent Development
11.7 NVIDIA Corporation
11.7.1 NVIDIA Corporation Company Details
11.7.2 NVIDIA Corporation Business Overview
11.7.3 NVIDIA Corporation Machine Learning in Pharmaceutical Introduction
11.7.4 NVIDIA Corporation Revenue in Machine Learning in Pharmaceutical Business (2020-2025)
11.7.5 NVIDIA Corporation Recent Development
11.8 International Business Machines Corporation
11.8.1 International Business Machines Corporation Company Details
11.8.2 International Business Machines Corporation Business Overview
11.8.3 International Business Machines Corporation Machine Learning in Pharmaceutical Introduction
11.8.4 International Business Machines Corporation Revenue in Machine Learning in Pharmaceutical Business (2020-2025)
11.8.5 International Business Machines Corporation Recent Development
11.9 Microsoft Corporation
11.9.1 Microsoft Corporation Company Details
11.9.2 Microsoft Corporation Business Overview
11.9.3 Microsoft Corporation Machine Learning in Pharmaceutical Introduction
11.9.4 Microsoft Corporation Revenue in Machine Learning in Pharmaceutical Business (2020-2025)
11.9.5 Microsoft Corporation Recent Development
11.10 IBM
11.10.1 IBM Company Details
11.10.2 IBM Business Overview
11.10.3 IBM Machine Learning in Pharmaceutical Introduction
11.10.4 IBM Revenue in Machine Learning in Pharmaceutical Business (2020-2025)
11.10.5 IBM Recent Development
12 Analyst's Viewpoints/Conclusions
13 Appendix
13.1 Research Methodology
13.1.1 Methodology/Research Approach
13.1.1.1 Research Programs/Design
13.1.1.2 Market Size Estimation
13.1.1.3 Market Breakdown and Data Triangulation
13.1.2 Data Source
13.1.2.1 Secondary Sources
13.1.2.2 Primary Sources
13.2 Author Details
13.3 Disclaimer
List of Tables
 Table 1. Global Machine Learning in Pharmaceutical Market Size Growth Rate by Type (US$ Million): 2020 VS 2024 VS 2031
 Table 2. Key Players of Pharmaceutical
 Table 3. Key Players of Clinical Use
 Table 4. Key Players of Others
 Table 5. Global Machine Learning in Pharmaceutical Market Size Growth by Application (US$ Million): 2020 VS 2024 VS 2031
 Table 6. Global Machine Learning in Pharmaceutical Market Size by Region (US$ Million): 2020 VS 2024 VS 2031
 Table 7. Global Machine Learning in Pharmaceutical Market Size by Region (2020-2025) & (US$ Million)
 Table 8. Global Machine Learning in Pharmaceutical Market Share by Region (2020-2025)
 Table 9. Global Machine Learning in Pharmaceutical Forecasted Market Size by Region (2026-2031) & (US$ Million)
 Table 10. Global Machine Learning in Pharmaceutical Market Share by Region (2026-2031)
 Table 11. Machine Learning in Pharmaceutical Market Trends
 Table 12. Machine Learning in Pharmaceutical Market Drivers
 Table 13. Machine Learning in Pharmaceutical Market Challenges
 Table 14. Machine Learning in Pharmaceutical Market Restraints
 Table 15. Global Machine Learning in Pharmaceutical Revenue by Players (2020-2025) & (US$ Million)
 Table 16. Global Machine Learning in Pharmaceutical Market Share by Players (2020-2025)
 Table 17. Global Top Machine Learning in Pharmaceutical Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Machine Learning in Pharmaceutical as of 2024)
 Table 18. Ranking of Global Top Machine Learning in Pharmaceutical Companies by Revenue (US$ Million) in 2024
 Table 19. Global 5 Largest Players Market Share by Machine Learning in Pharmaceutical Revenue (CR5 and HHI) & (2020-2025)
 Table 20. Global Key Players of Machine Learning in Pharmaceutical, Headquarters and Area Served
 Table 21. Global Key Players of Machine Learning in Pharmaceutical, Product and Application
 Table 22. Global Key Players of Machine Learning in Pharmaceutical, Date of Enter into This Industry
 Table 23. Mergers & Acquisitions, Expansion Plans
 Table 24. Global Machine Learning in Pharmaceutical Market Size by Type (2020-2025) & (US$ Million)
 Table 25. Global Machine Learning in Pharmaceutical Revenue Market Share by Type (2020-2025)
 Table 26. Global Machine Learning in Pharmaceutical Forecasted Market Size by Type (2026-2031) & (US$ Million)
 Table 27. Global Machine Learning in Pharmaceutical Revenue Market Share by Type (2026-2031)
 Table 28. Global Machine Learning in Pharmaceutical Market Size by Application (2020-2025) & (US$ Million)
 Table 29. Global Machine Learning in Pharmaceutical Revenue Market Share by Application (2020-2025)
 Table 30. Global Machine Learning in Pharmaceutical Forecasted Market Size by Application (2026-2031) & (US$ Million)
 Table 31. Global Machine Learning in Pharmaceutical Revenue Market Share by Application (2026-2031)
 Table 32. North America Machine Learning in Pharmaceutical Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
 Table 33. North America Machine Learning in Pharmaceutical Market Size by Country (2020-2025) & (US$ Million)
 Table 34. North America Machine Learning in Pharmaceutical Market Size by Country (2026-2031) & (US$ Million)
 Table 35. Europe Machine Learning in Pharmaceutical Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
 Table 36. Europe Machine Learning in Pharmaceutical Market Size by Country (2020-2025) & (US$ Million)
 Table 37. Europe Machine Learning in Pharmaceutical Market Size by Country (2026-2031) & (US$ Million)
 Table 38. Asia-Pacific Machine Learning in Pharmaceutical Market Size Growth Rate by Region (US$ Million): 2020 VS 2024 VS 2031
 Table 39. Asia-Pacific Machine Learning in Pharmaceutical Market Size by Region (2020-2025) & (US$ Million)
 Table 40. Asia-Pacific Machine Learning in Pharmaceutical Market Size by Region (2026-2031) & (US$ Million)
 Table 41. Latin America Machine Learning in Pharmaceutical Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
 Table 42. Latin America Machine Learning in Pharmaceutical Market Size by Country (2020-2025) & (US$ Million)
 Table 43. Latin America Machine Learning in Pharmaceutical Market Size by Country (2026-2031) & (US$ Million)
 Table 44. Middle East & Africa Machine Learning in Pharmaceutical Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
 Table 45. Middle East & Africa Machine Learning in Pharmaceutical Market Size by Country (2020-2025) & (US$ Million)
 Table 46. Middle East & Africa Machine Learning in Pharmaceutical Market Size by Country (2026-2031) & (US$ Million)
 Table 47. Cyclica inc Company Details
 Table 48. Cyclica inc Business Overview
 Table 49. Cyclica inc Machine Learning in Pharmaceutical Product
 Table 50. Cyclica inc Revenue in Machine Learning in Pharmaceutical Business (2020-2025) & (US$ Million)
 Table 51. Cyclica inc Recent Development
 Table 52. BioSymetrics Inc. Company Details
 Table 53. BioSymetrics Inc. Business Overview
 Table 54. BioSymetrics Inc. Machine Learning in Pharmaceutical Product
 Table 55. BioSymetrics Inc. Revenue in Machine Learning in Pharmaceutical Business (2020-2025) & (US$ Million)
 Table 56. BioSymetrics Inc. Recent Development
 Table 57. Cloud Pharmaceuticals, Inc Company Details
 Table 58. Cloud Pharmaceuticals, Inc Business Overview
 Table 59. Cloud Pharmaceuticals, Inc Machine Learning in Pharmaceutical Product
 Table 60. Cloud Pharmaceuticals, Inc Revenue in Machine Learning in Pharmaceutical Business (2020-2025) & (US$ Million)
 Table 61. Cloud Pharmaceuticals, Inc Recent Development
 Table 62. Deep Genomics Company Details
 Table 63. Deep Genomics Business Overview
 Table 64. Deep Genomics Machine Learning in Pharmaceutical Product
 Table 65. Deep Genomics Revenue in Machine Learning in Pharmaceutical Business (2020-2025) & (US$ Million)
 Table 66. Deep Genomics Recent Development
 Table 67. Atomwise Inc. Company Details
 Table 68. Atomwise Inc. Business Overview
 Table 69. Atomwise Inc. Machine Learning in Pharmaceutical Product
 Table 70. Atomwise Inc. Revenue in Machine Learning in Pharmaceutical Business (2020-2025) & (US$ Million)
 Table 71. Atomwise Inc. Recent Development
 Table 72. Alphabet Inc. Company Details
 Table 73. Alphabet Inc. Business Overview
 Table 74. Alphabet Inc. Machine Learning in Pharmaceutical Product
 Table 75. Alphabet Inc. Revenue in Machine Learning in Pharmaceutical Business (2020-2025) & (US$ Million)
 Table 76. Alphabet Inc. Recent Development
 Table 77. NVIDIA Corporation Company Details
 Table 78. NVIDIA Corporation Business Overview
 Table 79. NVIDIA Corporation Machine Learning in Pharmaceutical Product
 Table 80. NVIDIA Corporation Revenue in Machine Learning in Pharmaceutical Business (2020-2025) & (US$ Million)
 Table 81. NVIDIA Corporation Recent Development
 Table 82. International Business Machines Corporation Company Details
 Table 83. International Business Machines Corporation Business Overview
 Table 84. International Business Machines Corporation Machine Learning in Pharmaceutical Product
 Table 85. International Business Machines Corporation Revenue in Machine Learning in Pharmaceutical Business (2020-2025) & (US$ Million)
 Table 86. International Business Machines Corporation Recent Development
 Table 87. Microsoft Corporation Company Details
 Table 88. Microsoft Corporation Business Overview
 Table 89. Microsoft Corporation Machine Learning in Pharmaceutical Product
 Table 90. Microsoft Corporation Revenue in Machine Learning in Pharmaceutical Business (2020-2025) & (US$ Million)
 Table 91. Microsoft Corporation Recent Development
 Table 92. IBM Company Details
 Table 93. IBM Business Overview
 Table 94. IBM Machine Learning in Pharmaceutical Product
 Table 95. IBM Revenue in Machine Learning in Pharmaceutical Business (2020-2025) & (US$ Million)
 Table 96. IBM Recent Development
 Table 97. Research Programs/Design for This Report
 Table 98. Key Data Information from Secondary Sources
 Table 99. Key Data Information from Primary Sources
 Table 100. Authors List of This Report


List of Figures
 Figure 1. Machine Learning in Pharmaceutical Picture
 Figure 2. Global Machine Learning in Pharmaceutical Market Size Comparison by Type (2020-2031) & (US$ Million)
 Figure 3. Global Machine Learning in Pharmaceutical Market Share by Type: 2024 VS 2031
 Figure 4. Pharmaceutical Features
 Figure 5. Clinical Use Features
 Figure 6. Others Features
 Figure 7. Global Machine Learning in Pharmaceutical Market Size by Application (2020-2031) & (US$ Million)
 Figure 8. Global Machine Learning in Pharmaceutical Market Share by Application: 2024 VS 2031
 Figure 9. Drug Development Case Studies
 Figure 10. Clinical Trials Case Studies
 Figure 11. Patient Care Case Studies
 Figure 12. Others Case Studies
 Figure 13. Machine Learning in Pharmaceutical Report Years Considered
 Figure 14. Global Machine Learning in Pharmaceutical Market Size (US$ Million), Year-over-Year: 2020-2031
 Figure 15. Global Machine Learning in Pharmaceutical Market Size, (US$ Million), 2020 VS 2024 VS 2031
 Figure 16. Global Machine Learning in Pharmaceutical Market Share by Region: 2024 VS 2031
 Figure 17. Global Machine Learning in Pharmaceutical Market Share by Players in 2024
 Figure 18. Global Top Machine Learning in Pharmaceutical Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Machine Learning in Pharmaceutical as of 2024)
 Figure 19. The Top 10 and 5 Players Market Share by Machine Learning in Pharmaceutical Revenue in 2024
 Figure 20. North America Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 21. North America Machine Learning in Pharmaceutical Market Share by Country (2020-2031)
 Figure 22. United States Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 23. Canada Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 24. Europe Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 25. Europe Machine Learning in Pharmaceutical Market Share by Country (2020-2031)
 Figure 26. Germany Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 27. France Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 28. U.K. Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 29. Italy Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 30. Russia Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 31. Nordic Countries Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 32. Asia-Pacific Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 33. Asia-Pacific Machine Learning in Pharmaceutical Market Share by Region (2020-2031)
 Figure 34. China Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 35. Japan Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 36. South Korea Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 37. Southeast Asia Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 38. India Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 39. Australia Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 40. Latin America Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 41. Latin America Machine Learning in Pharmaceutical Market Share by Country (2020-2031)
 Figure 42. Mexico Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 43. Brazil Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 44. Middle East & Africa Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 45. Middle East & Africa Machine Learning in Pharmaceutical Market Share by Country (2020-2031)
 Figure 46. Turkey Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 47. Saudi Arabia Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 48. UAE Machine Learning in Pharmaceutical Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 49. Cyclica inc Revenue Growth Rate in Machine Learning in Pharmaceutical Business (2020-2025)
 Figure 50. BioSymetrics Inc. Revenue Growth Rate in Machine Learning in Pharmaceutical Business (2020-2025)
 Figure 51. Cloud Pharmaceuticals, Inc Revenue Growth Rate in Machine Learning in Pharmaceutical Business (2020-2025)
 Figure 52. Deep Genomics Revenue Growth Rate in Machine Learning in Pharmaceutical Business (2020-2025)
 Figure 53. Atomwise Inc. Revenue Growth Rate in Machine Learning in Pharmaceutical Business (2020-2025)
 Figure 54. Alphabet Inc. Revenue Growth Rate in Machine Learning in Pharmaceutical Business (2020-2025)
 Figure 55. NVIDIA Corporation Revenue Growth Rate in Machine Learning in Pharmaceutical Business (2020-2025)
 Figure 56. International Business Machines Corporation Revenue Growth Rate in Machine Learning in Pharmaceutical Business (2020-2025)
 Figure 57. Microsoft Corporation Revenue Growth Rate in Machine Learning in Pharmaceutical Business (2020-2025)
 Figure 58. IBM Revenue Growth Rate in Machine Learning in Pharmaceutical Business (2020-2025)
 Figure 59. Bottom-up and Top-down Approaches for This Report
 Figure 60. Data Triangulation
 Figure 61. Key Executives Interviewed
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