List of Tables
Table 1. Global Machine Learning in Drug Discovery and Development Market Size Growth Rate by Type (US$ Million): 2020 VS 2024 VS 2031
Table 2. Key Players of Supervised Learning
Table 3. Key Players of Semi-supervised Learning
Table 4. Key Players of Unsupervised Learning
Table 5. Key Players of Reinforcement Learning
Table 6. Global Machine Learning in Drug Discovery and Development Market Size Growth by Application (US$ Million): 2020 VS 2024 VS 2031
Table 7. Global Machine Learning in Drug Discovery and Development Market Size by Region (US$ Million): 2020 VS 2024 VS 2031
Table 8. Global Machine Learning in Drug Discovery and Development Market Size by Region (2020-2025) & (US$ Million)
Table 9. Global Machine Learning in Drug Discovery and Development Market Share by Region (2020-2025)
Table 10. Global Machine Learning in Drug Discovery and Development Forecasted Market Size by Region (2026-2031) & (US$ Million)
Table 11. Global Machine Learning in Drug Discovery and Development Market Share by Region (2026-2031)
Table 12. Machine Learning in Drug Discovery and Development Market Trends
Table 13. Machine Learning in Drug Discovery and Development Market Drivers
Table 14. Machine Learning in Drug Discovery and Development Market Challenges
Table 15. Machine Learning in Drug Discovery and Development Market Restraints
Table 16. Global Machine Learning in Drug Discovery and Development Revenue by Players (2020-2025) & (US$ Million)
Table 17. Global Machine Learning in Drug Discovery and Development Market Share by Players (2020-2025)
Table 18. Global Top Machine Learning in Drug Discovery and Development Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Machine Learning in Drug Discovery and Development as of 2024)
Table 19. Ranking of Global Top Machine Learning in Drug Discovery and Development Companies by Revenue (US$ Million) in 2024
Table 20. Global 5 Largest Players Market Share by Machine Learning in Drug Discovery and Development Revenue (CR5 and HHI) & (2020-2025)
Table 21. Global Key Players of Machine Learning in Drug Discovery and Development, Headquarters and Area Served
Table 22. Global Key Players of Machine Learning in Drug Discovery and Development, Product and Application
Table 23. Global Key Players of Machine Learning in Drug Discovery and Development, Date of Enter into This Industry
Table 24. Mergers & Acquisitions, Expansion Plans
Table 25. Global Machine Learning in Drug Discovery and Development Market Size by Type (2020-2025) & (US$ Million)
Table 26. Global Machine Learning in Drug Discovery and Development Revenue Market Share by Type (2020-2025)
Table 27. Global Machine Learning in Drug Discovery and Development Forecasted Market Size by Type (2026-2031) & (US$ Million)
Table 28. Global Machine Learning in Drug Discovery and Development Revenue Market Share by Type (2026-2031)
Table 29. Global Machine Learning in Drug Discovery and Development Market Size by Application (2020-2025) & (US$ Million)
Table 30. Global Machine Learning in Drug Discovery and Development Revenue Market Share by Application (2020-2025)
Table 31. Global Machine Learning in Drug Discovery and Development Forecasted Market Size by Application (2026-2031) & (US$ Million)
Table 32. Global Machine Learning in Drug Discovery and Development Revenue Market Share by Application (2026-2031)
Table 33. North America Machine Learning in Drug Discovery and Development Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
Table 34. North America Machine Learning in Drug Discovery and Development Market Size by Country (2020-2025) & (US$ Million)
Table 35. North America Machine Learning in Drug Discovery and Development Market Size by Country (2026-2031) & (US$ Million)
Table 36. Europe Machine Learning in Drug Discovery and Development Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
Table 37. Europe Machine Learning in Drug Discovery and Development Market Size by Country (2020-2025) & (US$ Million)
Table 38. Europe Machine Learning in Drug Discovery and Development Market Size by Country (2026-2031) & (US$ Million)
Table 39. Asia-Pacific Machine Learning in Drug Discovery and Development Market Size Growth Rate by Region (US$ Million): 2020 VS 2024 VS 2031
Table 40. Asia-Pacific Machine Learning in Drug Discovery and Development Market Size by Region (2020-2025) & (US$ Million)
Table 41. Asia-Pacific Machine Learning in Drug Discovery and Development Market Size by Region (2026-2031) & (US$ Million)
Table 42. Latin America Machine Learning in Drug Discovery and Development Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
Table 43. Latin America Machine Learning in Drug Discovery and Development Market Size by Country (2020-2025) & (US$ Million)
Table 44. Latin America Machine Learning in Drug Discovery and Development Market Size by Country (2026-2031) & (US$ Million)
Table 45. Middle East & Africa Machine Learning in Drug Discovery and Development Market Size Growth Rate by Country (US$ Million): 2020 VS 2024 VS 2031
Table 46. Middle East & Africa Machine Learning in Drug Discovery and Development Market Size by Country (2020-2025) & (US$ Million)
Table 47. Middle East & Africa Machine Learning in Drug Discovery and Development Market Size by Country (2026-2031) & (US$ Million)
Table 48. IBM Company Details
Table 49. IBM Business Overview
Table 50. IBM Machine Learning in Drug Discovery and Development Product
Table 51. IBM Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 52. IBM Recent Development
Table 53. Exscientia Company Details
Table 54. Exscientia Business Overview
Table 55. Exscientia Machine Learning in Drug Discovery and Development Product
Table 56. Exscientia Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 57. Exscientia Recent Development
Table 58. Google(Alphabet) Company Details
Table 59. Google(Alphabet) Business Overview
Table 60. Google(Alphabet) Machine Learning in Drug Discovery and Development Product
Table 61. Google(Alphabet) Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 62. Google(Alphabet) Recent Development
Table 63. Microsoft Company Details
Table 64. Microsoft Business Overview
Table 65. Microsoft Machine Learning in Drug Discovery and Development Product
Table 66. Microsoft Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 67. Microsoft Recent Development
Table 68. Atomwise Company Details
Table 69. Atomwise Business Overview
Table 70. Atomwise Machine Learning in Drug Discovery and Development Product
Table 71. Atomwise Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 72. Atomwise Recent Development
Table 73. Schrodinger Company Details
Table 74. Schrodinger Business Overview
Table 75. Schrodinger Machine Learning in Drug Discovery and Development Product
Table 76. Schrodinger Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 77. Schrodinger Recent Development
Table 78. Aitia Company Details
Table 79. Aitia Business Overview
Table 80. Aitia Machine Learning in Drug Discovery and Development Product
Table 81. Aitia Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 82. Aitia Recent Development
Table 83. Insilico Medicine Company Details
Table 84. Insilico Medicine Business Overview
Table 85. Insilico Medicine Machine Learning in Drug Discovery and Development Product
Table 86. Insilico Medicine Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 87. Insilico Medicine Recent Development
Table 88. NVIDIA Company Details
Table 89. NVIDIA Business Overview
Table 90. NVIDIA Machine Learning in Drug Discovery and Development Product
Table 91. NVIDIA Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 92. NVIDIA Recent Development
Table 93. XtalPi Company Details
Table 94. XtalPi Business Overview
Table 95. XtalPi Machine Learning in Drug Discovery and Development Product
Table 96. XtalPi Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 97. XtalPi Recent Development
Table 98. BPGbio Company Details
Table 99. BPGbio Business Overview
Table 100. BPGbio Machine Learning in Drug Discovery and Development Product
Table 101. BPGbio Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 102. BPGbio Recent Development
Table 103. Owkin Company Details
Table 104. Owkin Business Overview
Table 105. Owkin Machine Learning in Drug Discovery and Development Product
Table 106. Owkin Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 107. Owkin Recent Development
Table 108. CytoReason Company Details
Table 109. CytoReason Business Overview
Table 110. CytoReason Machine Learning in Drug Discovery and Development Product
Table 111. CytoReason Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 112. CytoReason Recent Development
Table 113. Deep Genomics Company Details
Table 114. Deep Genomics Business Overview
Table 115. Deep Genomics Machine Learning in Drug Discovery and Development Product
Table 116. Deep Genomics Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 117. Deep Genomics Recent Development
Table 118. Cloud Pharmaceuticals Company Details
Table 119. Cloud Pharmaceuticals Business Overview
Table 120. Cloud Pharmaceuticals Machine Learning in Drug Discovery and Development Product
Table 121. Cloud Pharmaceuticals Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 122. Cloud Pharmaceuticals Recent Development
Table 123. BenevolentAI Company Details
Table 124. BenevolentAI Business Overview
Table 125. BenevolentAI Machine Learning in Drug Discovery and Development Product
Table 126. BenevolentAI Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 127. BenevolentAI Recent Development
Table 128. Cyclica Company Details
Table 129. Cyclica Business Overview
Table 130. Cyclica Machine Learning in Drug Discovery and Development Product
Table 131. Cyclica Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 132. Cyclica Recent Development
Table 133. Verge Genomics Company Details
Table 134. Verge Genomics Business Overview
Table 135. Verge Genomics Machine Learning in Drug Discovery and Development Product
Table 136. Verge Genomics Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 137. Verge Genomics Recent Development
Table 138. Valo Health Company Details
Table 139. Valo Health Business Overview
Table 140. Valo Health Machine Learning in Drug Discovery and Development Product
Table 141. Valo Health Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 142. Valo Health Recent Development
Table 143. Envisagenics Company Details
Table 144. Envisagenics Business Overview
Table 145. Envisagenics Machine Learning in Drug Discovery and Development Product
Table 146. Envisagenics Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 147. Envisagenics Recent Development
Table 148. Euretos Company Details
Table 149. Euretos Business Overview
Table 150. Euretos Machine Learning in Drug Discovery and Development Product
Table 151. Euretos Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 152. Euretos Recent Development
Table 153. BioAge Labs Company Details
Table 154. BioAge Labs Business Overview
Table 155. BioAge Labs Machine Learning in Drug Discovery and Development Product
Table 156. BioAge Labs Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 157. BioAge Labs Recent Development
Table 158. Iktos Company Details
Table 159. Iktos Business Overview
Table 160. Iktos Machine Learning in Drug Discovery and Development Product
Table 161. Iktos Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 162. Iktos Recent Development
Table 163. BioSymetrics Company Details
Table 164. BioSymetrics Business Overview
Table 165. BioSymetrics Machine Learning in Drug Discovery and Development Product
Table 166. BioSymetrics Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 167. BioSymetrics Recent Development
Table 168. Evaxion Biotech Company Details
Table 169. Evaxion Biotech Business Overview
Table 170. Evaxion Biotech Machine Learning in Drug Discovery and Development Product
Table 171. Evaxion Biotech Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 172. Evaxion Biotech Recent Development
Table 173. Aria Pharmaceuticals, Inc Company Details
Table 174. Aria Pharmaceuticals, Inc Business Overview
Table 175. Aria Pharmaceuticals, Inc Machine Learning in Drug Discovery and Development Product
Table 176. Aria Pharmaceuticals, Inc Revenue in Machine Learning in Drug Discovery and Development Business (2020-2025) & (US$ Million)
Table 177. Aria Pharmaceuticals, Inc Recent Development
Table 178. Research Programs/Design for This Report
Table 179. Key Data Information from Secondary Sources
Table 180. Key Data Information from Primary Sources
Table 181. Authors List of This Report
List of Figures
Figure 1. Machine Learning in Drug Discovery and Development Picture
Figure 2. Global Machine Learning in Drug Discovery and Development Market Size Comparison by Type (2020-2031) & (US$ Million)
Figure 3. Global Machine Learning in Drug Discovery and Development Market Share by Type: 2024 VS 2031
Figure 4. Supervised Learning Features
Figure 5. Semi-supervised Learning Features
Figure 6. Unsupervised Learning Features
Figure 7. Reinforcement Learning Features
Figure 8. Global Machine Learning in Drug Discovery and Development Market Size by Application (2020-2031) & (US$ Million)
Figure 9. Global Machine Learning in Drug Discovery and Development Market Share by Application: 2024 VS 2031
Figure 10. Early Drug Discovery Case Studies
Figure 11. Preclinical Phase Case Studies
Figure 12. Clinical Phase Case Studies
Figure 13. Regulatory Approval Case Studies
Figure 14. Machine Learning in Drug Discovery and Development Report Years Considered
Figure 15. Global Machine Learning in Drug Discovery and Development Market Size (US$ Million), Year-over-Year: 2020-2031
Figure 16. Global Machine Learning in Drug Discovery and Development Market Size, (US$ Million), 2020 VS 2024 VS 2031
Figure 17. Global Machine Learning in Drug Discovery and Development Market Share by Region: 2024 VS 2031
Figure 18. Global Machine Learning in Drug Discovery and Development Market Share by Players in 2024
Figure 19. Global Top Machine Learning in Drug Discovery and Development Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Machine Learning in Drug Discovery and Development as of 2024)
Figure 20. The Top 10 and 5 Players Market Share by Machine Learning in Drug Discovery and Development Revenue in 2024
Figure 21. North America Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 22. North America Machine Learning in Drug Discovery and Development Market Share by Country (2020-2031)
Figure 23. United States Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 24. Canada Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 25. Europe Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 26. Europe Machine Learning in Drug Discovery and Development Market Share by Country (2020-2031)
Figure 27. Germany Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 28. France Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 29. U.K. Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 30. Italy Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 31. Russia Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 32. Nordic Countries Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 33. Asia-Pacific Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 34. Asia-Pacific Machine Learning in Drug Discovery and Development Market Share by Region (2020-2031)
Figure 35. China Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 36. Japan Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 37. South Korea Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 38. Southeast Asia Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 39. India Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 40. Australia Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 41. Latin America Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 42. Latin America Machine Learning in Drug Discovery and Development Market Share by Country (2020-2031)
Figure 43. Mexico Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 44. Brazil Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 45. Middle East & Africa Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 46. Middle East & Africa Machine Learning in Drug Discovery and Development Market Share by Country (2020-2031)
Figure 47. Turkey Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 48. Saudi Arabia Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 49. UAE Machine Learning in Drug Discovery and Development Market Size YoY Growth (2020-2031) & (US$ Million)
Figure 50. IBM Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 51. Exscientia Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 52. Google(Alphabet) Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 53. Microsoft Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 54. Atomwise Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 55. Schrodinger Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 56. Aitia Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 57. Insilico Medicine Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 58. NVIDIA Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 59. XtalPi Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 60. BPGbio Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 61. Owkin Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 62. CytoReason Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 63. Deep Genomics Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 64. Cloud Pharmaceuticals Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 65. BenevolentAI Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 66. Cyclica Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 67. Verge Genomics Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 68. Valo Health Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 69. Envisagenics Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 70. Euretos Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 71. BioAge Labs Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 72. Iktos Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 73. BioSymetrics Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 74. Evaxion Biotech Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 75. Aria Pharmaceuticals, Inc Revenue Growth Rate in Machine Learning in Drug Discovery and Development Business (2020-2025)
Figure 76. Bottom-up and Top-down Approaches for This Report
Figure 77. Data Triangulation
Figure 78. Key Executives Interviewed
