1.1. Research Objective
1.2. Scope of the Study
1.3. Definition
2.1. Research Approach
2.2. Data Sources
2.3. Assumptions & Limitations
3.1. Market Snapshot
4.1. Introduction
4.2. Market Classification and Scope
4.3. Industry Value Chain Analysis
4.3.1. Raw Material Procurement Analysis
4.3.2. Sales and Distribution Channel Analysis
4.3.3. Downstream Buyer Analysis
5.1. COVID-19 Landscape: Artificial Intelligence (AI) in Biopharmaceutical Industry Impact
5.2. COVID 19 - Impact Assessment for the Industry
5.3. COVID 19 Impact: Global Major Government Policy
5.4. Market Trends and Opportunities in the COVID-19 Landscape
6.1. Market Dynamics
6.1.1. Market Drivers
6.1.2. Market Restraints
6.1.3. Market Opportunities
6.2. Porter’s Five Forces Analysis
6.2.1. Bargaining power of suppliers
6.2.2. Bargaining power of buyers
6.2.3. Threat of substitute
6.2.4. Threat of new entrants
6.2.5. Degree of competition
7.1.1. Company Market Share/Positioning Analysis
7.1.2. Key Strategies Adopted by Players
7.1.3. Vendor Landscape
7.1.3.1. List of Suppliers
7.1.3.2. List of Buyers
8.1. Artificial Intelligence (AI) in Biopharmaceutical Market, by Application
8.1.1. Drug Discovery
8.1.1.1. Market Revenue and Forecast
8.1.2. Precision Medicine
8.1.2.1. Market Revenue and Forecast
8.1.3. Medical Imaging & Diagnostics
8.1.3.1. Market Revenue and Forecast
8.1.4. Research
8.1.4.1. Market Revenue and Forecast
9.1. Artificial Intelligence (AI) in Biopharmaceutical Market, by Technology
9.1.1. Machine Learning
9.1.1.1. Market Revenue and Forecast
9.1.2. Natural Language Processing
9.1.2.1. Market Revenue and Forecast
9.1.3. Deep Learning
9.1.3.1. Market Revenue and Forecast
9.1.4. Others
9.1.4.1. Market Revenue and Forecast
10.1. Artificial Intelligence (AI) in Biopharmaceutical Market, by Offering
10.1.1. Hardware
10.1.1.1. Market Revenue and Forecast
10.1.2. Software
10.1.2.1. Market Revenue and Forecast
10.1.3. Services
10.1.3.1. Market Revenue and Forecast
11.1. Artificial Intelligence (AI) in Biopharmaceutical Market, by Deployment
11.1.1. Cloud
11.1.1.1. Market Revenue and Forecast
11.1.2. On-Premises
11.1.2.1. Market Revenue and Forecast
12.1. North America
12.1.1. Market Revenue and Forecast, by Application
12.1.2. Market Revenue and Forecast, by Technology
12.1.3. Market Revenue and Forecast, by Offering
12.1.4. Market Revenue and Forecast, by Deployment
12.1.5. U.S.
12.1.5.1. Market Revenue and Forecast, by Application
12.1.5.2. Market Revenue and Forecast, by Technology
12.1.5.3. Market Revenue and Forecast, by Offering
12.1.5.4. Market Revenue and Forecast, by Deployment
12.1.6. Rest of North America
12.1.6.1. Market Revenue and Forecast, by Application
12.1.6.2. Market Revenue and Forecast, by Technology
12.1.6.3. Market Revenue and Forecast, by Offering
12.1.6.4. Market Revenue and Forecast, by Deployment
12.2. Europe
12.2.1. Market Revenue and Forecast, by Application
12.2.2. Market Revenue and Forecast, by Technology
12.2.3. Market Revenue and Forecast, by Offering
12.2.4. Market Revenue and Forecast, by Deployment
12.2.5. UK
12.2.5.1. Market Revenue and Forecast, by Application
12.2.5.2. Market Revenue and Forecast, by Technology
12.2.5.3. Market Revenue and Forecast, by Offering
12.2.5.4. Market Revenue and Forecast, by Deployment
12.2.6. Germany
12.2.6.1. Market Revenue and Forecast, by Application
12.2.6.2. Market Revenue and Forecast, by Technology
12.2.6.3. Market Revenue and Forecast, by Offering
12.2.6.4. Market Revenue and Forecast, by Deployment
12.2.7. France
12.2.7.1. Market Revenue and Forecast, by Application
12.2.7.2. Market Revenue and Forecast, by Technology
12.2.7.3. Market Revenue and Forecast, by Offering
12.2.7.4. Market Revenue and Forecast, by Deployment
12.2.8. Rest of Europe
12.2.8.1. Market Revenue and Forecast, by Application
12.2.8.2. Market Revenue and Forecast, by Technology
12.2.8.3. Market Revenue and Forecast, by Offering
12.2.8.4. Market Revenue and Forecast, by Deployment
12.3. APAC
12.3.1. Market Revenue and Forecast, by Application
12.3.2. Market Revenue and Forecast, by Technology
12.3.3. Market Revenue and Forecast, by Offering
12.3.4. Market Revenue and Forecast, by Deployment
12.3.5. India
12.3.5.1. Market Revenue and Forecast, by Application
12.3.5.2. Market Revenue and Forecast, by Technology
12.3.5.3. Market Revenue and Forecast, by Offering
12.3.5.4. Market Revenue and Forecast, by Deployment
12.3.6. China
12.3.6.1. Market Revenue and Forecast, by Application
12.3.6.2. Market Revenue and Forecast, by Technology
12.3.6.3. Market Revenue and Forecast, by Offering
12.3.6.4. Market Revenue and Forecast, by Deployment
12.3.7. Japan
12.3.7.1. Market Revenue and Forecast, by Application
12.3.7.2. Market Revenue and Forecast, by Technology
12.3.7.3. Market Revenue and Forecast, by Offering
12.3.7.4. Market Revenue and Forecast, by Deployment
12.3.8. Rest of APAC
12.3.8.1. Market Revenue and Forecast, by Application
12.3.8.2. Market Revenue and Forecast, by Technology
12.3.8.3. Market Revenue and Forecast, by Offering
12.3.8.4. Market Revenue and Forecast, by Deployment
12.4. MEA
12.4.1. Market Revenue and Forecast, by Application
12.4.2. Market Revenue and Forecast, by Technology
12.4.3. Market Revenue and Forecast, by Offering
12.4.4. Market Revenue and Forecast, by Deployment
12.4.5. GCC
12.4.5.1. Market Revenue and Forecast, by Application
12.4.5.2. Market Revenue and Forecast, by Technology
12.4.5.3. Market Revenue and Forecast, by Offering
12.4.5.4. Market Revenue and Forecast, by Deployment
12.4.6. North Africa
12.4.6.1. Market Revenue and Forecast, by Application
12.4.6.2. Market Revenue and Forecast, by Technology
12.4.6.3. Market Revenue and Forecast, by Offering
12.4.6.4. Market Revenue and Forecast, by Deployment
12.4.7. South Africa
12.4.7.1. Market Revenue and Forecast, by Application
12.4.7.2. Market Revenue and Forecast, by Technology
12.4.7.3. Market Revenue and Forecast, by Offering
12.4.7.4. Market Revenue and Forecast, by Deployment
12.4.8. Rest of MEA
12.4.8.1. Market Revenue and Forecast, by Application
12.4.8.2. Market Revenue and Forecast, by Technology
12.4.8.3. Market Revenue and Forecast, by Offering
12.4.8.4. Market Revenue and Forecast, by Deployment
12.5. Latin America
12.5.1. Market Revenue and Forecast, by Application
12.5.2. Market Revenue and Forecast, by Technology
12.5.3. Market Revenue and Forecast, by Offering
12.5.4. Market Revenue and Forecast, by Deployment
12.5.5. Brazil
12.5.5.1. Market Revenue and Forecast, by Application
12.5.5.2. Market Revenue and Forecast, by Technology
12.5.5.3. Market Revenue and Forecast, by Offering
12.5.5.4. Market Revenue and Forecast, by Deployment
12.5.6. Rest of LATAM
12.5.6.1. Market Revenue and Forecast, by Application
12.5.6.2. Market Revenue and Forecast, by Technology
12.5.6.3. Market Revenue and Forecast, by Offering
12.5.6.4. Market Revenue and Forecast, by Deployment
13.1. IBM Watson Health
13.1.1. Company Overview
13.1.2. Product Offerings
13.1.3. Financial Performance
13.1.4. Recent Initiatives
13.2. Google Health
13.2.1. Company Overview
13.2.2. Product Offerings
13.2.3. Financial Performance
13.2.4. Recent Initiatives
13.3. NVIDIA Corporation
13.3.1. Company Overview
13.3.2. Product Offerings
13.3.3. Financial Performance
13.3.4. Recent Initiatives
13.4. Microsoft Healthcare
13.4.1. Company Overview
13.4.2. Product Offerings
13.4.3. Financial Performance
13.4.4. Recent Initiatives
13.5. DeepMind
13.5.1. Company Overview
13.5.2. Product Offerings
13.5.3. Financial Performance
13.5.4. Recent Initiatives
13.6. Atomwise
13.6.1. Company Overview
13.6.2. Product Offerings
13.6.3. Financial Performance
13.6.4. Recent Initiatives
13.7. Insilico Medicine
13.7.1. Company Overview
13.7.2. Product Offerings
13.7.3. Financial Performance
13.7.4. Recent Initiatives
13.8. PathAI
13.8.1. Company Overview
13.8.2. Product Offerings
13.8.3. Financial Performance
13.8.4. Recent Initiatives
13.9. Tempus
13.9.1. Company Overview
13.9.2. Product Offerings
13.9.3. Financial Performance
13.9.4. Recent Initiatives
13.10. GNS Healthcare
13.10.1. Company Overview
13.10.2. Product Offerings
13.10.3. Financial Performance
13.10.4. Recent Initiatives
14.1. Primary Research
14.2. Secondary Research
14.3. Assumptions
15.1. About Us
15.2. Glossary of Terms
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