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製药行业机器学习的全球市场规模、份额和行业趋势分析报告：按组件、按部署类型、按组织规模、按地区、展望和预测，2023 年-2029
市场调查报告书
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1276418

製药行业机器学习的全球市场规模、份额和行业趋势分析报告：按组件、按部署类型、按组织规模、按地区、展望和预测，2023 年-2029

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
出版日期: | 出版商: KBV Research | 英文 200 Pages | 订单完成后即时交付

价格

预计在预测期内，製药行业的机器学习市场规模将以 34.4% 的复合年增长率增长，到 2029 年将达到 114 亿美元。

机器学习还可以通过支持案例跟进和其他建议来帮助防止再犯。人工智能与电子病历相结合。医生偶尔会使用弹出窗口来解释某些遗传特征如何影响患者的医疗状况，或者新药如何改善患者的健康。医生可以点击弹窗来更好地瞭解疾病并推荐最佳疗程。

这些电子记录不仅节省时间和空间，还能积极帮助医生提出更好的治疗建议，并让他们瞭解手头的细节。一些肺癌高发国家已经开始实施人工智能程序，通过分析 X 光和 CT 扫瞄来检测可疑结节和病变，帮助医生更好地诊断肺癌患者。

COVID-19 的影响分析

COVID-19 对製药行业的机器学习市场产生了积极影响。机器学习的使用有助于推进製药领域的疗法和疫苗。此外，机器学习的使用正在发现有前途的 COVID-19 候选药物。机器学习算法可以筛选来自基因数据库和临床试验的大量数据，以识别可能对病毒有效的化合物。这有助于加快通常需要数年时间的药物发现过程，从而促成许多新型 COVID-19 疗法的早期开发。

市场增长因素

提前预测趋势

运营商正在利用人工智能和机器学习提前数月向用户提供登革热等即将爆发的确切地点、日期和时间。该计划还建议在污染区域周围数百米范围内采取登革热控制措施。通过这种方式，机器学习可以帮助研究人员预测即将发生的流行病何时何地发生，提醒有关当局并告知公众。这种能力有可能挽救大量生命，并有望推动机器学习的采用并为市场带来新的增长机会。

扩大技术在医疗行业的应用

使用电子摘要而不是纸质摘要，患者护理变得更简单、更高效。展望未来，基因组（以及大量共生细菌基因组）和定制疗法的进步将大大增加可用信息量。随着收集到更多的患者数据，可以获得更多的见解。由于机器学习具有降低成本、管理和收集大量患者数据以供未来参考等各种好处，预计在製药行业中越来越多地使用机器学习将推动市场增长。

市场製约

数据不一致

当使用许多数据源时，很难协调所有数据并对数据集执行分析。选择单点解决方案或没有强大数据分析系统的公司必须手动编译分析报告和见解。此类过程非常耗时，并且可能不会产生真正的业务相关见解。因此，预计与数据相关的问题将阻碍製药机器学习市场的扩张。

组件视角

基于组件，製药行业机器学习细分为解决方案和服务。到 2022 年，解决方案部分将在製药行业的机器学习市场中占据最高的收入份额。这是由于製药业在发现和发现新药时产生的大量数据。ML 算法可以处理和分析这些数据，以找到可以指导药物开发决策的模式、关係和见解。製药行业对机器学习解决方案的需求是由使药物研发过程更快、更便宜的愿望推动的。

组织规模展望

根据组织规模，製药机器学习市场分为中小企业和大型企业。2022 年，大型企业部门在製药行业的机器学习市场中占据了最大的收入份额。这涉及到大型製药公司使用机器学习技术来评估来自众多来源的海量数据，例如电子病历、临床试验和遗传信息，以发现潜在的药物靶点，改善患者的治疗效果，并改善患者的预后。因为它可以做出预测并改进临床试验设计。

部署模式展望

製药行业市场的机器学习按部署模式分为云和本地。2022 年，製药行业的机器学习市场由本地部分主导。这是因为本地服务可以比云服务节省资金。由于数据使用和分发是 CPU/GPU 密集型的，因此在公共云中维护按需付费的 ML 流程成本很高。迁移到公共云可能需要更大的数据集，从而增加复杂性和成本。

区域展望

按地区划分，对北美、欧洲、亚太地区和 LAMEA 的製药行业机器学习市场进行了分析。北美地区将在 2022 年以最大的收入份额引领製药行业的机器学习市场。专注于研发的北美製药企业对市场贡献巨大。近年来，市场已经采用机器学习来推动创新、提高生产力并加速药物发现和开发。

目录

第一章市场范围与研究方法

  • 市场定义
  • 目的
  • 市场范围
  • 分割
  • 调查方法

第二章市场概况

  • 介绍
    • 概述
      • 市场构成和情景
  • 影响市场的关键因素
    • 市场驱动力
    • 市场製约因素

第 3 章竞争分析——世界

  • KBV 基数矩阵
  • 最近全行业的战略发展
    • 伙伴关係、合作和协议
    • 产品发布和产品扩展
    • 收购与合併
  • 关键成功策略
    • 主攻略
    • 重大战略举措

4 全球製药行业机器学习市场，按组件分类

  • 全球解决方案市场：按地区
  • 全球服务市场：按地区分类

5 全球製药行业机器学习市场，按部署形式

  • 全球云市场：按地区
  • 全球内部部署市场：按地区

6 全球製药行业机器学习市场，按组织规模划分

  • 全球企业市场：按地区
  • 全球中小企业市场：按地区分类

7 全球製药行业机器学习市场，按地区分列

  • 北美
    • 北美市场：按国家分类
      • 美国
      • 加拿大
      • 墨西哥
      • 其他北美
  • 欧洲
    • 欧洲市场：按国家分类
      • 德国
      • 英国
      • 法国
      • 俄罗斯
      • 西班牙
      • 意大利
      • 欧洲其他地区
  • 亚太地区
    • 亚太市场：按国家分类
      • 中国
      • 日本
      • 印度
      • 韩国
      • 新加坡
      • 马来西亚
      • 亚太其他地区
  • 拉丁美洲/中东/非洲
    • 拉丁美洲/中东/非洲市场（按国家/地区）
      • 巴西
      • 阿根廷
      • 阿拉伯联合酋长国
      • 沙特阿拉伯
      • 南非
      • 尼日利亚
      • 其他拉丁美洲/中东/非洲

第八章公司简介

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

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.

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.

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.

Recent 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 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

Companies Profiled

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

Unique Offerings from KBV Research

  • Exhaustive coverage
  • Highest number of market tables and figures
  • Subscription based model available
  • Guaranteed best price
  • Assured post sales research support with 10% customization free

Table of Contents

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

LIST OF TABLES

  • 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