Global Machine Learning in Pharmaceutical Industry Market Size, Share & Industry Trends Analysis Report By Component (Solution and Services), By Deployment Mode (Cloud and On-premise), By Organization size, By Regional Outlook and Forecast, 2023 - 2029

The Global Machine Learning in Pharmaceutical Industry Market size is expected to reach $11.4 billion by 2029, rising at a market growth of 34.4% CAGR during the forecast period.

The purpose of machine learning in the pharmaceutical industry is to advance medical knowledge, not to replace a doctor. A physician's whole body of knowledge, which includes everything they acquired in medical school and during their training, in addition to their experience treating patients, is scaled to unprecedented levels by artificial intelligence algorithms.

The ability to obtain and process the vast quantity of data available to doctors—information on new treatments, disease symptoms, drug interactions, and how different patients treated in the same way can have different outcomes—is quickly emerging as a crucial talent. And machine learning makes it possible for them to make inferences from that data and put them into action. For instance, machine learning systems may quickly identify a rare ailment, browse the available treatments, and prescribe by compiling data from many patient visits and thousands of doctors. As a result, time is saved, which leads to increased effectiveness and decreased expenses.

Machine learning can also prevent recidivism by helping to follow up on instances and providing extra recommendations. AI is integrated with electronic medical records. When a doctor uses them irregularly, a pop-up appears explaining how particular genetic features can affect the patient's condition or how a new medication could enhance their health. A doctor can better understand the illness and recommend the best course of treatment by clicking the pop-up.

Not only are these electronic records saving time and space, but they are also actively assisting doctors in formulating better treatment recommendations and educating them on the details in front of them. Some countries with a high lung cancer patient population are beginning to deploy AI programs to help doctors better diagnose lung cancer patients by analyzing X-rays and CT scans and spotting suspicious nodules and lesions.

COVID-19 Impact Analysis

Machine learning in pharmaceutical industry market, was positively affected by the COVID-19. The utilization of machine learning has been instrumental in the advancement of treatments and vaccines within the pharmaceutical sector. In addition, prospective COVID-19 drug candidates have been found due to the use of ML. Machine learning algorithms can sift through huge amounts of data from genetic databases and clinical trials to identify compounds potentially effective against the virus. This has contributed to speeding the drug discovery process, which ordinarily takes years, and has led to the quick development of many novel COVID-19 medications.

Market Growth Factors

Predicting epidemic beforehand

Businesses are utilizing AI and machine learning to provide users with the precise place and date of the upcoming outbreak, like a dengue outbreak, a few months in advance. This program also suggests anti-dengue measures a few hundred meters around the contaminated area. Thus, using machine learning, researchers can foresee the timing and location of impending epidemics, alert the relevant authorities, and inform the general public about it. This capability has the potential to save a significant number of lives, which is expected to increase machine learning's adoption and open up new growth opportunities for the market.

Increasing use of technologies in the medical industry

Patient treatment is made simpler and more productive using electronic summaries instead of paper. Future advances in genomes (and the enormous genomics of the symbiotic bacteria) and tailored therapy will greatly increase the amount of information available. As more patient data is gathered, more insights will become accessible. The increased use of machine learning in the pharmaceutical industry is anticipated to drive market growth due to its various benefits, including cost reduction, management, and the collection of massive patient data for future reference.

Market Restraining Factors

Inconsistency of data

Harmonizing all the data and performing analytics over the data set is challenging when many data sources are used. Companies that choose a point solution or do not have a robust data analytics system must manually compile analytics reports and insights. Such a procedure takes a lot of time and might not produce any insights with practical business relevance. Thus, the issues associated with data are expected to hinder machine learning in pharmaceutical industry market's expansion.

Component Outlook

Based on Component, the machine learning in pharmaceutical industry market is segmented into solution and services. The solution segment held the highest revenue share in the machine learning in pharmaceutical industry market in 2022. This is due to the fact that the pharmaceutical industry produces enormous amounts of data when creating and discovering new medicines. ML algorithms can process and analyze this data to find patterns, connections, and insights that can guide drug development decisions. The demand for machine learning solutions in the pharmaceutical industry is further increased by the desire for quicker and more affordable drug research and development processes.

Organization size Outlook

On the basis Organization size, the machine learning in pharmaceutical industry market is divided into SMEs and large enterprises. The large enterprises segment witnessed the largest revenue share in the machine learning in pharmaceutical industry market in 2022. This is because large pharmaceutical corporations can use machine learning technology to evaluate enormous volumes of data from numerous sources, including electronic health records, clinical trials, and genetic information, to find prospective drug targets, forecast patient outcomes, and improve clinical trial design.

Deployment Mode Outlook

By deployment mode, the machine learning in pharmaceutical industry market is classified into cloud and on-premise. The on-premise segment garnered a prominent revenue share in the machine learning in pharmaceutical industry market in 2022. This is because on-premise services can save more capital than cloud services, as the use and distribution of data can be CPU/GPU intensive, making it expensive to maintain an ML process in a public cloud on a pay-as-you-go basis. The data set might need to be bigger to migrate to the public cloud, adding complexity and cost.

Machine Learning in Pharmaceutical Industry Market Report Coverage

Report Attribute	Details
Market size value in 2022	USD 1.5 Billion
Market size forecast in 2029	USD 11.4 Billion
Base Year	2022
Historical Period	2019 to 2021
Forecast Period	2023 to 2029
Revenue Growth Rate	CAGR of 34.4% from 2023 to 2029
Number of Pages	200
Number of Table	322
Report coverage	Market Trends, Revenue Estimation and Forecast, Segmentation Analysis, Regional and Country Breakdown, Competitive Landscape, Companies Strategic Developments, Company Profiling
Segments covered	Offering, Organization size, Deployment Mode, Region
Country scope	US, Canada, Mexico, Germany, UK, France, Russia, Spain, Italy, China, Japan, India, South Korea, Singapore, Malaysia, Brazil, Argentina, UAE, Saudi Arabia, South Africa, Nigeria
Growth Drivers	Predicting epidemic beforehand Increasing use of technologies in the medical industry
Restraints	Inconsistency of data

Regional Outlook

Region-wise, the machine learning in pharmaceutical industry market is analyzed across North America, Europe, Asia Pacific, and LAMEA. The North America region led the machine learning in pharmaceutical industry market by generating the maximum revenue share in 2022. With a strong emphasis on R&D, the pharmaceutical business in North America makes a considerable contribution to the market. The market has adopted machine learning in recent years to spur innovation, boost productivity, and quicken medication discovery and development.

Free Valuable Insights: Global Machine Learning in Pharmaceutical Industry Market size to reach USD 11.4 Billion by 2029

KBV Cardinal Matrix - Machine Learning in Pharmaceutical Industry Market Competition Analysis

The major strategies followed by the market participants are Partnerships. Based on the Analysis presented in the Cardinal matrix; Microsoft Corporation and Google LLC are the forerunners in the Machine Learning in Pharmaceutical Industry Market. Companies such as NVIDIA Corporation, IBM Corporation and Cyclica, Inc. are some of the key innovators in Machine Learning in Pharmaceutical Industry Market.

The market research report covers the analysis of key stake holders of the market. Key companies profiled in the report include Google LLC (Alphabet, Inc.), NVIDIA Corporation, IBM Corporation, Microsoft Corporation, Cyclica, Inc., BioSymetrics Inc., Cloud Pharmaceuticals, Inc., Deep Genomics Incorporated and Atomwise, Inc.

Strategies deployed in Machine Learning in Pharmaceutical Industry Market

» Partnerships, Collaborations and Agreements:

• Mar-2023: NVIDIA collaborated with AWS, a US-based provider of the cloud-based web platform. The collaboration focuses on developing infrastructure for training large ML models and developing generative AI applications. This collaboration supports customers to make the best use of accelerated computing and generative AI to further explore opportunities.
• Oct-2022: BioSymetrics partnered with Deerfield Management, a US-based healthcare investment firm. The partnership focuses on advancing the development of therapeutics. Additionally, as per the agreement, both companies would work on identifying therapeutic targets through BioSymetrics' database and platform.
• Jun-2022: Cyclica partnered with Oncocross, a South Korea-based developer of cancer drugs. The partnership includes the discovery and designing of treatments intended for myelofibrosis.
• Feb-2022: BioSymetrics came into partnership with Sema4, a US-based health intelligence company. The partnership focuses on drug discovery based on data to accelerate precision medicine. The companies through this partnership aim to deliver an innovative and differentiated method for drug discovery. Further, Sema4's multi-omic data insights and access enhance BioSymetrics' capabilities to discover treatments intended for people with different diseases.
• Feb-2022: Microsoft entered into a partnership with Tata Consultancy Services, an Indian company focusing on providing information technology services and consulting. Under the partnership, Tata Consultancy Services leveraged its software, TCS Intelligent Urban Exchange (IUX) and TCS Customer Intelligence & Insights (CI&I), to enable businesses in providing hyper-personalized customer experiences. CI&I and IUX are supported by artificial intelligence (AI), and machine learning, and assist in real-time data analytics. The CI&I software empowered retailers, banks, insurers, and other businesses to gather insights, predictions, and recommended actions in real time to enhance the satisfaction of customers.
• Aug-2021: IBM Corporation came into partnership with Cloudera, an American software company providing enterprise data management systems. Through this partnership, both companies would help enterprises with their AI and Data needs. Additionally, this would allow IBM to let Cloudera reside under the IBM Data Fabric which would enable business access to the right data at a better cost, regardless of the data's storage location.
• Sep-2021: Deep Genomics announced a partnership with Mila, an AI institute based in Canada. The partnership agreement allows Deep Genomics to join the AI institute's community and make use of the institute's recruitment activities.
• Mar-2021: IBM partnered with Cleveland Clinic, a US-based nonprofit medical center. The partnership involves establishing a discovery accelerator, a joint Cleveland clinic, and an IBM center, with the aim to accelerate the speed of discovery in multiple areas including, single-cell transcriptomics, clinical applications, etc. by using high-performance computing on AI, quantum computing technologies, and hybrid cloud.

» Product Launches and Product Expansions:

• Nov-2022: NVIDIA joined hands with Microsoft, a US-based tech giant. The collaboration focuses on developing powerful cloud AI computers. The AI supercomputer would be developed by leveraging, Microsoft's Azure supercomputing infrastructure and NVIDIA's GPUs. Further, this collaboration provides advanced AI infrastructure and software to researchers and companies.
• May-2021: Google released Vertex AI, a novel managed machine learning platform that enables developers to more easily deploy and maintain their AI models. Engineers can use Vertex AI to manage video, image, text, and tabular datasets, and develop machine learning pipelines to train and analyze models utilizing Google Cloud algorithms or custom training code. After that, the engineers can install models for online or batch use cases all on scalable managed infrastructure.
• Mar-2021: Microsoft released updates to Azure Arc, its service that brought Azure products and management to multiple clouds, edge devices, and data centers with auditing, compliance, and role-based access. Microsoft also made Azure Arc-enabled Kubernetes available. Azure Arc-enabled Machine Learning and Azure Arc-enabled Kubernetes are developed to aid companies to find a balance between enjoying the advantages of the cloud and maintaining apps and maintaining apps and workloads on-premises for regulatory and operational reasons. The new services enable companies to implement Kubernetes clusters and create machine learning models where data lives, as well as handle applications and models from a single dashboard.

» Mergers and Acquisitions:

• Jul-2021: IBM entered into an agreement to acquire Bluetab Solutions Group, an enterprise software, and technical services company. Through this acquisition, Bluetab would become a strategic part of IBM's data services consulting practice to improve its hybrid cloud and AI strategy.

Scope of the Study

Market Segments Covered in the Report:

By Component

• Solution
• Services

By Deployment Mode

• Cloud
• On premise

By Organization size

• Large Enterprises
• SMEs

By Geography

• North America
  • US
  • Canada
  • Mexico
  • Rest of North America
• Europe
  • Germany
  • UK
  • France
  • Russia
  • Spain
  • Italy
  • Rest of Europe
• Asia Pacific
  • China
  • Japan
  • India
  • South Korea
  • Singapore
  • Malaysia
  • Rest of Asia Pacific
• LAMEA
  • Brazil
  • Argentina
  • UAE
  • Saudi Arabia
  • South Africa
  • Nigeria
  • Rest of LAMEA

Key Market Players

List of Companies Profiled in the Report:

• Google LLC (Alphabet, Inc.)
• NVIDIA Corporation
• IBM Corporation
• Microsoft Corporation
• Cyclica, Inc.
• BioSymetrics Inc.
• Cloud Pharmaceuticals, Inc.
• Deep Genomics Incorporated
• Atomwise, Inc.

Chapter 1. Market Scope & Methodology
1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
1.4.1 Global Machine Learning in Pharmaceutical Industry Market, by Component
1.4.2 Global Machine Learning in Pharmaceutical Industry Market, by Deployment Mode
1.4.3 Global Machine Learning in Pharmaceutical Industry Market, by Organization size
1.4.4 Global Machine Learning in Pharmaceutical Industry Market, by Geography
1.5 Methodology for the research

Chapter 2. Market Overview
2.1 Introduction
2.1.1 Overview
2.1.1.1 Market composition & scenario
2.2 Key Factors Impacting the Market
2.2.1 Market Drivers
2.2.2 Market Restraints

Chapter 3. Competition Analysis - Global
3.1 KBV Cardinal Matrix
3.2 Recent Industry Wide Strategic Developments
3.2.1 Partnerships, Collaborations and Agreements
3.2.2 Product Launches and Product Expansions
3.2.3 Acquisition and Mergers
3.3 Top Winning Strategies
3.3.1 Key Leading Strategies: Percentage Distribution (2019-2023)
3.3.2 Key Strategic Move: (Partnerships, Collaborations and Agreements : 2019, Sep – 2023, Mar) Leading Players

Chapter 4. Global Machine Learning in Pharmaceutical Industry Market by Component
4.1 Global Solution Market by Region
4.2 Global Services Market by Region

Chapter 5. Global Machine Learning in Pharmaceutical Industry Market by Deployment Mode
5.1 Global Cloud Market by Region
5.2 Global On premise Market by Region

Chapter 6. Global Machine Learning in Pharmaceutical Industry Market by Organization size
6.1 Global Large Enterprises Market by Region
6.2 Global SMEs Market by Region

Chapter 7. Global Machine Learning in Pharmaceutical Industry Market by Region
7.1 North America Machine Learning in Pharmaceutical Industry Market
7.1.1 North America Machine Learning in Pharmaceutical Industry Market by Component
7.1.1.1 North America Solution Market by Country
7.1.1.2 North America Services Market by Country
7.1.2 North America Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.1.2.1 North America Cloud Market by Country
7.1.2.2 North America On premise Market by Country
7.1.3 North America Machine Learning in Pharmaceutical Industry Market by Organization size
7.1.3.1 North America Large Enterprises Market by Country
7.1.3.2 North America SMEs Market by Country
7.1.4 North America Machine Learning in Pharmaceutical Industry Market by Country
7.1.4.1 US Machine Learning in Pharmaceutical Industry Market
7.1.4.1.1 US Machine Learning in Pharmaceutical Industry Market by Component
7.1.4.1.2 US Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.1.4.1.3 US Machine Learning in Pharmaceutical Industry Market by Organization size
7.1.4.2 Canada Machine Learning in Pharmaceutical Industry Market
7.1.4.2.1 Canada Machine Learning in Pharmaceutical Industry Market by Component
7.1.4.2.2 Canada Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.1.4.2.3 Canada Machine Learning in Pharmaceutical Industry Market by Organization size
7.1.4.3 Mexico Machine Learning in Pharmaceutical Industry Market
7.1.4.3.1 Mexico Machine Learning in Pharmaceutical Industry Market by Component
7.1.4.3.2 Mexico Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.1.4.3.3 Mexico Machine Learning in Pharmaceutical Industry Market by Organization size
7.1.4.4 Rest of North America Machine Learning in Pharmaceutical Industry Market
7.1.4.4.1 Rest of North America Machine Learning in Pharmaceutical Industry Market by Component
7.1.4.4.2 Rest of North America Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.1.4.4.3 Rest of North America Machine Learning in Pharmaceutical Industry Market by Organization size
7.2 Europe Machine Learning in Pharmaceutical Industry Market
7.2.1 Europe Machine Learning in Pharmaceutical Industry Market by Component
7.2.1.1 Europe Solution Market by Country
7.2.1.2 Europe Services Market by Country
7.2.2 Europe Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.2.2.1 Europe Cloud Market by Country
7.2.2.2 Europe On premise Market by Country
7.2.3 Europe Machine Learning in Pharmaceutical Industry Market by Organization size
7.2.3.1 Europe Large Enterprises Market by Country
7.2.3.2 Europe SMEs Market by Country
7.2.4 Europe Machine Learning in Pharmaceutical Industry Market by Country
7.2.4.1 Germany Machine Learning in Pharmaceutical Industry Market
7.2.4.1.1 Germany Machine Learning in Pharmaceutical Industry Market by Component
7.2.4.1.2 Germany Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.2.4.1.3 Germany Machine Learning in Pharmaceutical Industry Market by Organization size
7.2.4.2 UK Machine Learning in Pharmaceutical Industry Market
7.2.4.2.1 UK Machine Learning in Pharmaceutical Industry Market by Component
7.2.4.2.2 UK Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.2.4.2.3 UK Machine Learning in Pharmaceutical Industry Market by Organization size
7.2.4.3 France Machine Learning in Pharmaceutical Industry Market
7.2.4.3.1 France Machine Learning in Pharmaceutical Industry Market by Component
7.2.4.3.2 France Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.2.4.3.3 France Machine Learning in Pharmaceutical Industry Market by Organization size
7.2.4.4 Russia Machine Learning in Pharmaceutical Industry Market
7.2.4.4.1 Russia Machine Learning in Pharmaceutical Industry Market by Component
7.2.4.4.2 Russia Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.2.4.4.3 Russia Machine Learning in Pharmaceutical Industry Market by Organization size
7.2.4.5 Spain Machine Learning in Pharmaceutical Industry Market
7.2.4.5.1 Spain Machine Learning in Pharmaceutical Industry Market by Component
7.2.4.5.2 Spain Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.2.4.5.3 Spain Machine Learning in Pharmaceutical Industry Market by Organization size
7.2.4.6 Italy Machine Learning in Pharmaceutical Industry Market
7.2.4.6.1 Italy Machine Learning in Pharmaceutical Industry Market by Component
7.2.4.6.2 Italy Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.2.4.6.3 Italy Machine Learning in Pharmaceutical Industry Market by Organization size
7.2.4.7 Rest of Europe Machine Learning in Pharmaceutical Industry Market
7.2.4.7.1 Rest of Europe Machine Learning in Pharmaceutical Industry Market by Component
7.2.4.7.2 Rest of Europe Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.2.4.7.3 Rest of Europe Machine Learning in Pharmaceutical Industry Market by Organization size
7.3 Asia Pacific Machine Learning in Pharmaceutical Industry Market
7.3.1 Asia Pacific Machine Learning in Pharmaceutical Industry Market by Component
7.3.1.1 Asia Pacific Solution Market by Country
7.3.1.2 Asia Pacific Services Market by Country
7.3.2 Asia Pacific Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.3.2.1 Asia Pacific Cloud Market by Country
7.3.2.2 Asia Pacific On premise Market by Country
7.3.3 Asia Pacific Machine Learning in Pharmaceutical Industry Market by Organization size
7.3.3.1 Asia Pacific Large Enterprises Market by Country
7.3.3.2 Asia Pacific SMEs Market by Country
7.3.4 Asia Pacific Machine Learning in Pharmaceutical Industry Market by Country
7.3.4.1 China Machine Learning in Pharmaceutical Industry Market
7.3.4.1.1 China Machine Learning in Pharmaceutical Industry Market by Component
7.3.4.1.2 China Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.3.4.1.3 China Machine Learning in Pharmaceutical Industry Market by Organization size
7.3.4.2 Japan Machine Learning in Pharmaceutical Industry Market
7.3.4.2.1 Japan Machine Learning in Pharmaceutical Industry Market by Component
7.3.4.2.2 Japan Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.3.4.2.3 Japan Machine Learning in Pharmaceutical Industry Market by Organization size
7.3.4.3 India Machine Learning in Pharmaceutical Industry Market
7.3.4.3.1 India Machine Learning in Pharmaceutical Industry Market by Component
7.3.4.3.2 India Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.3.4.3.3 India Machine Learning in Pharmaceutical Industry Market by Organization size
7.3.4.4 South Korea Machine Learning in Pharmaceutical Industry Market
7.3.4.4.1 South Korea Machine Learning in Pharmaceutical Industry Market by Component
7.3.4.4.2 South Korea Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.3.4.4.3 South Korea Machine Learning in Pharmaceutical Industry Market by Organization size
7.3.4.5 Singapore Machine Learning in Pharmaceutical Industry Market
7.3.4.5.1 Singapore Machine Learning in Pharmaceutical Industry Market by Component
7.3.4.5.2 Singapore Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.3.4.5.3 Singapore Machine Learning in Pharmaceutical Industry Market by Organization size
7.3.4.6 Malaysia Machine Learning in Pharmaceutical Industry Market
7.3.4.6.1 Malaysia Machine Learning in Pharmaceutical Industry Market by Component
7.3.4.6.2 Malaysia Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.3.4.6.3 Malaysia Machine Learning in Pharmaceutical Industry Market by Organization size
7.3.4.7 Rest of Asia Pacific Machine Learning in Pharmaceutical Industry Market
7.3.4.7.1 Rest of Asia Pacific Machine Learning in Pharmaceutical Industry Market by Component
7.3.4.7.2 Rest of Asia Pacific Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.3.4.7.3 Rest of Asia Pacific Machine Learning in Pharmaceutical Industry Market by Organization size
7.4 LAMEA Machine Learning in Pharmaceutical Industry Market
7.4.1 LAMEA Machine Learning in Pharmaceutical Industry Market by Component
7.4.1.1 LAMEA Solution Market by Country
7.4.1.2 LAMEA Services Market by Country
7.4.2 LAMEA Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.4.2.1 LAMEA Cloud Market by Country
7.4.2.2 LAMEA On premise Market by Country
7.4.3 LAMEA Machine Learning in Pharmaceutical Industry Market by Organization size
7.4.3.1 LAMEA Large Enterprises Market by Country
7.4.3.2 LAMEA SMEs Market by Country
7.4.4 LAMEA Machine Learning in Pharmaceutical Industry Market by Country
7.4.4.1 Brazil Machine Learning in Pharmaceutical Industry Market
7.4.4.1.1 Brazil Machine Learning in Pharmaceutical Industry Market by Component
7.4.4.1.2 Brazil Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.4.4.1.3 Brazil Machine Learning in Pharmaceutical Industry Market by Organization size
7.4.4.2 Argentina Machine Learning in Pharmaceutical Industry Market
7.4.4.2.1 Argentina Machine Learning in Pharmaceutical Industry Market by Component
7.4.4.2.2 Argentina Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.4.4.2.3 Argentina Machine Learning in Pharmaceutical Industry Market by Organization size
7.4.4.3 UAE Machine Learning in Pharmaceutical Industry Market
7.4.4.3.1 UAE Machine Learning in Pharmaceutical Industry Market by Component
7.4.4.3.2 UAE Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.4.4.3.3 UAE Machine Learning in Pharmaceutical Industry Market by Organization size
7.4.4.4 Saudi Arabia Machine Learning in Pharmaceutical Industry Market
7.4.4.4.1 Saudi Arabia Machine Learning in Pharmaceutical Industry Market by Component
7.4.4.4.2 Saudi Arabia Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.4.4.4.3 Saudi Arabia Machine Learning in Pharmaceutical Industry Market by Organization size
7.4.4.5 South Africa Machine Learning in Pharmaceutical Industry Market
7.4.4.5.1 South Africa Machine Learning in Pharmaceutical Industry Market by Component
7.4.4.5.2 South Africa Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.4.4.5.3 South Africa Machine Learning in Pharmaceutical Industry Market by Organization size
7.4.4.6 Nigeria Machine Learning in Pharmaceutical Industry Market
7.4.4.6.1 Nigeria Machine Learning in Pharmaceutical Industry Market by Component
7.4.4.6.2 Nigeria Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.4.4.6.3 Nigeria Machine Learning in Pharmaceutical Industry Market by Organization size
7.4.4.7 Rest of LAMEA Machine Learning in Pharmaceutical Industry Market
7.4.4.7.1 Rest of LAMEA Machine Learning in Pharmaceutical Industry Market by Component
7.4.4.7.2 Rest of LAMEA Machine Learning in Pharmaceutical Industry Market by Deployment Mode
7.4.4.7.3 Rest of LAMEA Machine Learning in Pharmaceutical Industry Market by Organization size

Chapter 8. Company Profiles
8.1 NVIDIA Corporation
8.1.1 Company Overview
8.1.2 Financial Analysis
8.1.3 Segmental and Regional Analysis
8.1.4 Research & Development Expenses
8.1.5 Recent strategies and developments:
8.1.5.1 Partnerships, Collaborations, and Agreements:
8.1.5.2 Acquisition and Mergers:
8.1.6 SWOT Analysis
8.2 IBM Corporation
8.2.1 Company Overview
8.2.2 Financial Analysis
8.2.3 Regional & Segmental Analysis
8.2.4 Research & Development Expenses
8.2.5 Recent strategies and developments:
8.2.5.1 Partnerships, Collaborations, and Agreements:
8.2.5.2 Acquisition and Mergers:
8.2.6 SWOT Analysis
8.3 Microsoft Corporation
8.3.1 Company Overview
8.3.2 Financial Analysis
8.3.3 Segmental and Regional Analysis
8.3.4 Research & Development Expenses
8.3.5 Recent strategies and developments:
8.3.5.1 Partnerships, Collaborations, and Agreements:
8.3.5.2 Product Launches and Product Expansions:
8.3.6 SWOT Analysis
8.4 Google LLC (Alphabet, Inc.)
8.4.1 Company Overview
8.4.2 Financial Analysis
8.4.3 Segmental and Regional Analysis
8.4.4 Research & Development Expense
8.4.5 Recent strategies and developments:
8.4.5.1 Product Launches and Product Expansions:
8.4.6 SWOT Analysis
8.5 Cyclica, Inc.
8.5.1 Company Overview
8.5.2 Recent strategies and developments:
8.5.2.1 Partnerships, Collaborations, and Agreements:
8.5.2.2 Product Launches and Product Expansions:
8.6 BioSymetrics, Inc.
8.6.1 Company Overview
8.6.2 Recent strategies and developments:
8.6.2.1 Partnerships, Collaborations, and Agreements:
8.6.2.2 Product Launches and Product Expansions:
8.7 Deep Genomics Incorporated
8.7.1 Company Overview
8.7.2 Recent strategies and developments:
8.7.2.1 Partnerships, Collaborations, and Agreements:
8.8 Atomwise, Inc.
8.8.1 Company Overview
8.8.2 Recent strategies and developments:
8.8.2.1 Partnerships, Collaborations, and Agreements:
8.9 Cloud Pharmaceuticals, Inc.
8.9.1 Company Overview

TABLE 1 Global Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 2 Global Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 3 Partnerships, Collaborations and Agreements– Machine Learning in Pharmaceutical Industry Market
TABLE 4 Product Launches And Product Expansions– Machine Learning in Pharmaceutical Industry Market
TABLE 5 Acquisition and Mergers– Machine Learning in Pharmaceutical Industry Market
TABLE 6 Global Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 7 Global Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 8 Global Solution Market by Region, 2019 - 2022, USD Million
TABLE 9 Global Solution Market by Region, 2023 - 2029, USD Million
TABLE 10 Global Services Market by Region, 2019 - 2022, USD Million
TABLE 11 Global Services Market by Region, 2023 - 2029, USD Million
TABLE 12 Global Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 13 Global Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 14 Global Cloud Market by Region, 2019 - 2022, USD Million
TABLE 15 Global Cloud Market by Region, 2023 - 2029, USD Million
TABLE 16 Global On premise Market by Region, 2019 - 2022, USD Million
TABLE 17 Global On premise Market by Region, 2023 - 2029, USD Million
TABLE 18 Global Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 19 Global Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 20 Global Large Enterprises Market by Region, 2019 - 2022, USD Million
TABLE 21 Global Large Enterprises Market by Region, 2023 - 2029, USD Million
TABLE 22 Global SMEs Market by Region, 2019 - 2022, USD Million
TABLE 23 Global SMEs Market by Region, 2023 - 2029, USD Million
TABLE 24 Global Machine Learning in Pharmaceutical Industry Market by Region, 2019 - 2022, USD Million
TABLE 25 Global Machine Learning in Pharmaceutical Industry Market by Region, 2023 - 2029, USD Million
TABLE 26 North America Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 27 North America Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 28 North America Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 29 North America Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 30 North America Solution Market by Country, 2019 - 2022, USD Million
TABLE 31 North America Solution Market by Country, 2023 - 2029, USD Million
TABLE 32 North America Services Market by Country, 2019 - 2022, USD Million
TABLE 33 North America Services Market by Country, 2023 - 2029, USD Million
TABLE 34 North America Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 35 North America Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 36 North America Cloud Market by Country, 2019 - 2022, USD Million
TABLE 37 North America Cloud Market by Country, 2023 - 2029, USD Million
TABLE 38 North America On premise Market by Country, 2019 - 2022, USD Million
TABLE 39 North America On premise Market by Country, 2023 - 2029, USD Million
TABLE 40 North America Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 41 North America Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 42 North America Large Enterprises Market by Country, 2019 - 2022, USD Million
TABLE 43 North America Large Enterprises Market by Country, 2023 - 2029, USD Million
TABLE 44 North America SMEs Market by Country, 2019 - 2022, USD Million
TABLE 45 North America SMEs Market by Country, 2023 - 2029, USD Million
TABLE 46 North America Machine Learning in Pharmaceutical Industry Market by Country, 2019 - 2022, USD Million
TABLE 47 North America Machine Learning in Pharmaceutical Industry Market by Country, 2023 - 2029, USD Million
TABLE 48 US Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 49 US Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 50 US Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 51 US Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 52 US Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 53 US Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 54 US Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 55 US Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 56 Canada Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 57 Canada Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 58 Canada Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 59 Canada Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 60 Canada Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 61 Canada Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 62 Canada Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 63 Canada Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 64 Mexico Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 65 Mexico Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 66 Mexico Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 67 Mexico Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 68 Mexico Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 69 Mexico Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 70 Mexico Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 71 Mexico Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 72 Rest of North America Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 73 Rest of North America Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 74 Rest of North America Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 75 Rest of North America Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 76 Rest of North America Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 77 Rest of North America Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 78 Rest of North America Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 79 Rest of North America Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 80 Europe Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 81 Europe Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 82 Europe Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 83 Europe Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 84 Europe Solution Market by Country, 2019 - 2022, USD Million
TABLE 85 Europe Solution Market by Country, 2023 - 2029, USD Million
TABLE 86 Europe Services Market by Country, 2019 - 2022, USD Million
TABLE 87 Europe Services Market by Country, 2023 - 2029, USD Million
TABLE 88 Europe Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 89 Europe Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 90 Europe Cloud Market by Country, 2019 - 2022, USD Million
TABLE 91 Europe Cloud Market by Country, 2023 - 2029, USD Million
TABLE 92 Europe On premise Market by Country, 2019 - 2022, USD Million
TABLE 93 Europe On premise Market by Country, 2023 - 2029, USD Million
TABLE 94 Europe Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 95 Europe Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 96 Europe Large Enterprises Market by Country, 2019 - 2022, USD Million
TABLE 97 Europe Large Enterprises Market by Country, 2023 - 2029, USD Million
TABLE 98 Europe SMEs Market by Country, 2019 - 2022, USD Million
TABLE 99 Europe SMEs Market by Country, 2023 - 2029, USD Million
TABLE 100 Europe Machine Learning in Pharmaceutical Industry Market by Country, 2019 - 2022, USD Million
TABLE 101 Europe Machine Learning in Pharmaceutical Industry Market by Country, 2023 - 2029, USD Million
TABLE 102 Germany Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 103 Germany Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 104 Germany Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 105 Germany Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 106 Germany Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 107 Germany Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 108 Germany Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 109 Germany Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 110 UK Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 111 UK Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 112 UK Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 113 UK Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 114 UK Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 115 UK Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 116 UK Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 117 UK Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 118 France Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 119 France Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 120 France Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 121 France Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 122 France Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 123 France Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 124 France Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 125 France Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 126 Russia Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 127 Russia Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 128 Russia Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 129 Russia Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 130 Russia Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 131 Russia Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 132 Russia Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 133 Russia Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 134 Spain Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 135 Spain Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 136 Spain Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 137 Spain Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 138 Spain Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 139 Spain Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 140 Spain Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 141 Spain Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 142 Italy Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 143 Italy Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 144 Italy Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 145 Italy Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 146 Italy Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 147 Italy Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 148 Italy Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 149 Italy Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 150 Rest of Europe Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 151 Rest of Europe Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 152 Rest of Europe Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 153 Rest of Europe Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 154 Rest of Europe Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 155 Rest of Europe Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 156 Rest of Europe Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 157 Rest of Europe Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 158 Asia Pacific Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 159 Asia Pacific Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 160 Asia Pacific Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 161 Asia Pacific Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 162 Asia Pacific Solution Market by Country, 2019 - 2022, USD Million
TABLE 163 Asia Pacific Solution Market by Country, 2023 - 2029, USD Million
TABLE 164 Asia Pacific Services Market by Country, 2019 - 2022, USD Million
TABLE 165 Asia Pacific Services Market by Country, 2023 - 2029, USD Million
TABLE 166 Asia Pacific Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 167 Asia Pacific Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 168 Asia Pacific Cloud Market by Country, 2019 - 2022, USD Million
TABLE 169 Asia Pacific Cloud Market by Country, 2023 - 2029, USD Million
TABLE 170 Asia Pacific On premise Market by Country, 2019 - 2022, USD Million
TABLE 171 Asia Pacific On premise Market by Country, 2023 - 2029, USD Million
TABLE 172 Asia Pacific Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 173 Asia Pacific Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 174 Asia Pacific Large Enterprises Market by Country, 2019 - 2022, USD Million
TABLE 175 Asia Pacific Large Enterprises Market by Country, 2023 - 2029, USD Million
TABLE 176 Asia Pacific SMEs Market by Country, 2019 - 2022, USD Million
TABLE 177 Asia Pacific SMEs Market by Country, 2023 - 2029, USD Million
TABLE 178 Asia Pacific Machine Learning in Pharmaceutical Industry Market by Country, 2019 - 2022, USD Million
TABLE 179 Asia Pacific Machine Learning in Pharmaceutical Industry Market by Country, 2023 - 2029, USD Million
TABLE 180 China Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 181 China Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 182 China Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 183 China Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 184 China Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 185 China Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 186 China Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 187 China Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 188 Japan Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 189 Japan Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 190 Japan Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 191 Japan Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 192 Japan Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 193 Japan Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 194 Japan Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 195 Japan Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 196 India Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 197 India Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 198 India Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 199 India Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 200 India Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 201 India Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 202 India Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 203 India Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 204 South Korea Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 205 South Korea Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 206 South Korea Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 207 South Korea Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 208 South Korea Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 209 South Korea Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 210 South Korea Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 211 South Korea Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 212 Singapore Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 213 Singapore Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 214 Singapore Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 215 Singapore Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 216 Singapore Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 217 Singapore Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 218 Singapore Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 219 Singapore Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 220 Malaysia Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 221 Malaysia Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 222 Malaysia Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 223 Malaysia Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 224 Malaysia Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 225 Malaysia Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 226 Malaysia Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 227 Malaysia Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 228 Rest of Asia Pacific Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 229 Rest of Asia Pacific Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 230 Rest of Asia Pacific Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 231 Rest of Asia Pacific Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 232 Rest of Asia Pacific Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 233 Rest of Asia Pacific Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 234 Rest of Asia Pacific Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 235 Rest of Asia Pacific Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 236 LAMEA Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 237 LAMEA Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 238 LAMEA Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 239 LAMEA Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 240 LAMEA Solution Market by Country, 2019 - 2022, USD Million
TABLE 241 LAMEA Solution Market by Country, 2023 - 2029, USD Million
TABLE 242 LAMEA Services Market by Country, 2019 - 2022, USD Million
TABLE 243 LAMEA Services Market by Country, 2023 - 2029, USD Million
TABLE 244 LAMEA Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 245 LAMEA Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 246 LAMEA Cloud Market by Country, 2019 - 2022, USD Million
TABLE 247 LAMEA Cloud Market by Country, 2023 - 2029, USD Million
TABLE 248 LAMEA On premise Market by Country, 2019 - 2022, USD Million
TABLE 249 LAMEA On premise Market by Country, 2023 - 2029, USD Million
TABLE 250 LAMEA Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 251 LAMEA Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 252 LAMEA Large Enterprises Market by Country, 2019 - 2022, USD Million
TABLE 253 LAMEA Large Enterprises Market by Country, 2023 - 2029, USD Million
TABLE 254 LAMEA SMEs Market by Country, 2019 - 2022, USD Million
TABLE 255 LAMEA SMEs Market by Country, 2023 - 2029, USD Million
TABLE 256 LAMEA Machine Learning in Pharmaceutical Industry Market by Country, 2019 - 2022, USD Million
TABLE 257 LAMEA Machine Learning in Pharmaceutical Industry Market by Country, 2023 - 2029, USD Million
TABLE 258 Brazil Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 259 Brazil Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 260 Brazil Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 261 Brazil Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 262 Brazil Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 263 Brazil Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 264 Brazil Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 265 Brazil Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 266 Argentina Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 267 Argentina Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 268 Argentina Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 269 Argentina Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 270 Argentina Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 271 Argentina Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 272 Argentina Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 273 Argentina Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 274 UAE Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 275 UAE Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 276 UAE Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 277 UAE Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 278 UAE Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 279 UAE Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 280 UAE Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 281 UAE Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 282 Saudi Arabia Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 283 Saudi Arabia Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 284 Saudi Arabia Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 285 Saudi Arabia Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 286 Saudi Arabia Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 287 Saudi Arabia Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 288 Saudi Arabia Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 289 Saudi Arabia Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 290 South Africa Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 291 South Africa Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 292 South Africa Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 293 South Africa Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 294 South Africa Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 295 South Africa Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 296 South Africa Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 297 South Africa Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 298 Nigeria Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 299 Nigeria Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 300 Nigeria Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 301 Nigeria Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 302 Nigeria Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 303 Nigeria Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 304 Nigeria Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 305 Nigeria Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 306 Rest of LAMEA Machine Learning in Pharmaceutical Industry Market, 2019 - 2022, USD Million
TABLE 307 Rest of LAMEA Machine Learning in Pharmaceutical Industry Market, 2023 - 2029, USD Million
TABLE 308 Rest of LAMEA Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2022, USD Million
TABLE 309 Rest of LAMEA Machine Learning in Pharmaceutical Industry Market by Component, 2023 - 2029, USD Million
TABLE 310 Rest of LAMEA Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2022, USD Million
TABLE 311 Rest of LAMEA Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2023 - 2029, USD Million
TABLE 312 Rest of LAMEA Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2022, USD Million
TABLE 313 Rest of LAMEA Machine Learning in Pharmaceutical Industry Market by Organization size, 2023 - 2029, USD Million
TABLE 314 Key Information – NVIDIA Corporation
TABLE 315 Key information – IBM Corporation
TABLE 316 key information – Microsoft Corporation
TABLE 317 Key Information – Google LLC
TABLE 318 Key Information – Cyclica, Inc.
TABLE 319 Key Information – BioSymetrics, Inc.
TABLE 320 Key Information – Deep Genomics Incorporated
TABLE 321 Key Information – Atomwise, Inc.
TABLE 322 Key Information – Cloud Pharmaceuticals, Inc.

List of Figures
FIG 1 Methodology for the research
FIG 2 KBV Cardinal Matrix
FIG 3 Key Leading Strategies: Percentage Distribution (2019-2023)
FIG 4 Key Strategic Move: (Partnerships, Collaborations and Agreements : 2019, Sep – 2023, Mar) Leading Players
FIG 5 Global Machine Learning in Pharmaceutical Industry Market share by Component, 2022
FIG 6 Global Machine Learning in Pharmaceutical Industry Market share by Component, 2029
FIG 7 Global Machine Learning in Pharmaceutical Industry Market by Component, 2019 - 2029, USD Million
FIG 8 Global Machine Learning in Pharmaceutical Industry Market share by Deployment Mode, 2022
FIG 9 Global Machine Learning in Pharmaceutical Industry Market share by Deployment Mode, 2029
FIG 10 Global Machine Learning in Pharmaceutical Industry Market by Deployment Mode, 2019 - 2029, USD Million
FIG 11 Global Machine Learning in Pharmaceutical Industry Market share by Organization size, 2022
FIG 12 Global Machine Learning in Pharmaceutical Industry Market share by Organization size, 2029
FIG 13 Global Machine Learning in Pharmaceutical Industry Market by Organization size, 2019 - 2029, USD Million
FIG 14 Global Machine Learning in Pharmaceutical Industry Market share by Region, 2022
FIG 15 Global Machine Learning in Pharmaceutical Industry Market share by Region, 2029
FIG 16 Global Machine Learning in Pharmaceutical Industry Market by Region, 2019 - 2029, USD Million
FIG 17 Recent strategies and developments: NVIDIA Corporation
FIG 18 SWOT Analysis: NVIDIA Corporation
FIG 19 Recent strategies and developments: IBM Corporation
FIG 20 Swot analysis: IBM Corporation
FIG 21 SWOT Analysis: Microsoft Corporation
FIG 22 SWOT Analysis: Alphabet Inc. (Google LLC)
FIG 23 Recent strategies and developments: Cyclica, Inc.
FIG 24 Recent strategies and developments: BioSymetrics, Inc.