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生命科學市場中的機器學習，按組件、按應用、最終用戶、按國家和地區分類 - 2023-2030 年行業分析、市場規模、市場佔有率和預測
市場調查報告書
商品編碼
1351393

生命科學市場中的機器學習，按組件、按應用、最終用戶、按國家和地區分類 - 2023-2030 年行業分析、市場規模、市場佔有率和預測

Machine Learning in the Life Sciences Market, By Component, By Application, By End User, By Country, and By Region - Industry Analysis, Market Size, Market Share & Forecast from 2023-2030
出版日期: | 出版商: AnalystView Market Insights | 英文 284 Pages | 商品交期: 2-3個工作天內

價格

報告要點

2022 年，生命科學中的機器學習市場規模達 18.074 億美元，2023 年至 2030 年年複合成長率為 22.9%。

生命科學市場中的機器學習 - 市場動態：

  • 人工智慧技術的越來越多的使用推動了市場的成長
  • 機器學習正在成為醫療保健領域的重要工具，用於傳播有關醫療保健產品安全性的最新資訊。大多數生命科學企業都渴望改進藥物標籤（例如包裝說明書和患者資訊傳單），以更有效地傳達安全訊息，特別是在提供定製藥物時。此元素還導致需要更新參考標籤，這對於安全性原因至關重要。該標籤在提交給相關衛生當局之前必須考慮幾個因素，包括藝術品印刷、生產運作日期等。此外，企業的 SOP 時間表設定的提交截止日期比衛生當局要求的更嚴格，這增加了負擔和費用。為了確定物品的最佳提交日期並確保其安全，該公司結合了透過機器學習收集的數據點。因此，預計這將在預測期內推動市場成長。

生命科學市場中的機器學習 - 主要見解：

  • 根據我們的研究分析師分享的分析，生命科學市場中的全球機器學習預計在預測期內（2023-2030 年）每年將以 22.9% 左右的年複合成長率成長
  • 由於生命科學產業對先進技術的投資不斷增加，生命科學產業的機器學習預計將以顯著的速度成長。
  • 根據應用情況，臨床研究和試驗領域預計將在預測期內主導市場。
  • 從地區來看，預計北美將在預測期內主導市場。

生命科學市場中的機器學習 - 細分分析：

  • 生命科學市場中的全球機器學習根據組件、應用程式、最終用戶和區域進行細分。
  • 根據應用，全球生命科學市場中的機器學習分為藥物發現和開發、精準醫學、基因組學和蛋白​​質組學、醫學影像和診斷以及臨床研究和試驗。預計臨床研究和試驗部分將在預測期內主導市場。生命科學領域資料最密集的職責之一是進行臨床研究。他們每天都會產生大量數據，同時密切注意各種患者特徵。研究人員可以透過複雜的人工智慧系統運行這些資料集，從而找到鬆散連接的數據之間的相關聯繫。這促使一些製藥公司和臨床研究機構花錢購買人工智慧等尖端工具。在目前的市場環境下，每年進行全球50%以上臨床試驗的製藥業正在廣泛觀察人工智慧的快速採用。因此，在預測期內推動了細分市場的擴張。

生命科學市場中的機器學習 - 地理洞察

從地理來看，該市場廣泛分佈於北美、拉丁美洲、歐洲、亞太、中東和非洲等地區。這些區域根據開展業務的國家進一步分類。由於幾乎所有生命科學應用對人工智慧 (AI) 解決方案的需求不斷增加，預計北美將在預測期內主導市場。此外，大量的製藥公司以及全球對美國藥品出口需求的增加正在鼓勵企業從事研發業務。例如，根據聯合國COMTRADE全球商業資料庫，2022年美國出口藥品價值834.9億美元。因此，上述統計數據推動了預測期內的市場成長。

生命科學市場中的機器學習 - 競爭格局：

市場上的主要參與者有： Atomwise Inc、Insilico Medicine Inc.、IBM Corporation、AiCure LLC、Nuance Communications Inc.、Sensely Inc.、Sophia Genetics SA、NuMedii Inc.、Enlitic Inc.、Apixio Inc.、Zebra Medical Vision和twoXAR Inc.

最近的發展：

2023 年 5 月，Google雲端推出了兩款新的人工智慧驅動的生命科學解決方案，幫助生技企業、製藥公司和政府機構加速藥物開發和精準醫療。多組學套件可加速遺傳資料的辨識與分析，協助企業開發精準藥物。標靶和先導物識別套件可幫助研究人員更好地了解氨基酸的作用並預測蛋白質的結構。

研究的主要特點：

這項關於生命科學市場機器學習的建議研究提供了市場規模（百萬美元）、年複合成長率（CAGR%）和預測估計（2023-2030），以 2022 年為基準年

該報告為客戶提供了有關生命科學市場機器學習的最新趨勢見解。

該研究報告闡明了不同細分市場/國家的潛在成長機會，並解釋了生命科學市場中機器學習有吸引力的投資主張矩陣

總體報告確定了生命科學市場機器學習的新投資機會、老牌參與者面臨的挑戰以及維持成長的因素

研究範圍詳細討論了 COVID-19 對生命科學市場規模、預測、年複合成長率和市場動態的機器學習的影響。也將涵蓋新冠疫情後生命科學市場機器學習的詳細見解。

為了讓本報告的使用者全面了解生命科學市場中的機器學習，我們還包括了生命科學市場中機器學習的競爭格局和關鍵創新者分析。

該研究包括成長前景映射分析，其中所有行業細分都根據其市場規模、成長率和吸引力進行基準測試。

該報告提供了主要市場參與者的詳細公司概況，這將幫助用戶了解生命科學市場機器學習參與者的財務資訊和策略舉措。

此外，報告還公佈了全球和區域市場主要參與者的重要收購和合併、合作和合資、新產品推出、研發、區域擴張。

全球生命科學機器學習市場報告主要針對該行業的各個利益相關者，包括供應商、投資者、新進業者、經銷商和財務分析師

目錄

第 1 章：生命科學市場中的機器學習概述

  • 研究範圍
  • 市場預估年份

第 2 章：執行摘要

  • 市場片段
    • 生命科學市場中的機器學習組件片段
    • 生命科學市場中的機器學習應用片段
    • 最終使用者在生命科學市場中的機器學習片段
    • 生命科學市場中的機器學習國家片段
    • 按地區分類的生命科學市場片段中的機器學習
  • 競爭洞察

第 3 章：生命科學中的機器學習主要市場趨勢

  • 生命科學市場促進因素中的機器學習
    • 市場促進因素的影響分析
  • 生命科學市場限制中的機器學習
    • 市場限制影響分析
  • 生命科學市場機會中的機器學習
  • 生命科學市場中的機器學習未來趨勢

第 4 章：生命科學產業研究中的機器學習

  • PEST分析
  • 波特五力分析
  • 成長前景圖
  • 規範架構分析

第 5 章：生命科學市場中的機器學習：COVID-19 影響分析

  • COVID-19 之前的影響分析
  • COVID-19 後影響分析
    • 表現最佳的市場區隔
    • 邊際成長部分
    • 最鬆散的部分
    • 邊際損失部分

第 6 章：生命科學市場格局中的機器學習

  • 2022 年生命科學市場佔有率分析中的機器學習
  • 按主要製造商分類的故障數據
    • 既定玩家分析
    • 新興玩家分析

第 7 章：生命科學市場中的機器學習 - 按組成部分

  • 概述
    • 按組成部分分類的細分市場佔有率分析
    • 軟體
    • 服務

第 8 章：生命科學市場中的機器學習 -按應用

  • 概述
    • 按應用的細分市場佔有率分析
    • 藥物發現與開發
    • 精準醫療
    • 基因組學和蛋白​​質組學
    • 醫學影像和診斷
    • 臨床研究和試驗

第 9 章：生命科學市場中的機器學習 - 按最終用戶

  • 概述
    • 按最終用戶分類的細分市場佔有率分析
    • 製藥和生物技術公司
    • 學術研究機構
    • 醫療保健機構
    • 合約研究組織 (CRO)

第 10 章：生命科學市場中的機器學習 - 按地理位置

  • 介紹
    • 按地理位置分類的細分市場佔有率分析
  • 北美洲
    • 概述
    • 機器學習在生命科學領域的北美主要製造商
    • 北美市場規模和預測（按國家）
    • 北美市場規模和預測（按組成部分）
    • 北美市場規模和預測（按應用）
    • 北美市場規模和預測（按最終用戶）
    • 美國
    • 加拿大
  • 歐洲
    • 概述
    • 生命科學領域的機器學習歐洲主要製造商
    • 歐洲市場規模和預測（按國家）
    • 歐洲市場規模和預測（按組成部分）
    • 歐洲市場規模和預測（按應用）
    • 歐洲市場規模和預測（按最終用戶）
    • 德國
    • 義大利
    • 英國
    • 法國
    • 俄羅斯
    • 荷蘭
    • 瑞典
    • 波蘭
    • 歐洲其他地區
  • 亞太地區 (APAC)
    • 概述
    • 生命科學領域的機器學習亞太地區主要製造商
    • 亞太地區市場規模與預測（按國家）
    • 亞太地區市場規模和預測（按組成部分）
    • 亞太地區市場規模與預測（按應用）
    • 亞太地區市場規模和預測（按最終用戶）
    • 印度
    • 中國
    • 日本
    • 韓國
    • 澳洲
    • 泰國
    • 印尼
    • 菲律賓
    • 亞太地區其他地區
  • 拉丁美洲
    • 概述
    • 機器學習在生命科學領域的拉丁美洲主要製造商
    • 拉丁美洲市場規模與預測（按國家）
    • 拉丁美洲市場規模和預測（按組成部分）
    • 拉丁美洲市場規模與預測（按應用）
    • 拉丁美洲市場規模和預測（按最終用戶）
    • 巴西
    • 墨西哥
    • 阿根廷
    • 哥倫比亞
    • 拉丁美洲其他地區
  • 中東和非洲
    • 概述
    • 生命科學中的機器學習中東和非洲的主要製造商
    • 中東和非洲市場規模及預測（按國家）
    • 中東和非洲市場規模及預測（按組成部分）
    • 中東和非洲市場規模及預測（按應用）
    • 中東和非洲市場規模和預測（按最終用戶）
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 以色列
    • 土耳其
    • 阿爾及利亞
    • 埃及
    • MEA 的其餘部分

第 11 章：關鍵供應商分析 - 生命科學產業中的機器學習

  • 競爭儀表板
  • 公司簡介
    • Atomwise Inc
    • Insilico Medicine Inc.
    • IBM Corporation
    • AiCure LLC
    • Nuance Communications Inc.
    • Sensely Inc.
    • Sophia Genetics SA
    • NuMedii Inc.
    • Enlitic Inc.
    • Apixio Inc.
    • Zebra Medical Vision
    • twoXAR Inc.

第 12 章：360 度分析師視角

第 13 章：附錄

  • 研究方法論
  • 參考
  • 縮寫
  • 免責聲明
  • 聯絡我們
Product Code: ANV1648

REPORT HIGHLIGHT

Machine Learning in the Life Sciences Market size was valued at USD 1,807.4 Million in 2022, expanding at a CAGR of 22.9% from 2023 to 2030.

Artificial intelligence, which is widely defined as a machine's capacity to mimic intelligent human behavior, includes the subfield of machine learning. Artificial intelligence (AI) systems are used to carry out complicated tasks like how people solve issues. AI and ML will assist life sciences companies in the future in developing treatments more quickly and effectively, lowering the costs of healthcare while increasing accessibility for patients. These technologies will work in conjunction with machine learning (ML) and natural language processing, which enable the algorithms to learn from experiences.

Machine Learning in the Life Sciences Market - Market Dynamics:

  • Increasing uses of AI technologies drive the market growth
  • Machine learning is becoming a crucial instrument in the healthcare sector for disseminating the most recent information on the safety of the products used in healthcare. The majority of life science businesses are eager to improve drug labels (such as package inserts and patient information leaflets) to more effectively communicate safety information, particularly when it comes to offering customized medication. This element is also causing the need for an updated reference label, which is essential for safety reasons. This label must take into account several factors before being submitted to the relevant health authority, including artwork printing, manufacturing run dates, and so on. Additionally, corporations' SOP schedules set submission due dates that are stricter than those required by health authorities, which adds to the burden and expense. To establish the best submission date for the items and ensure their safety, the corporation combined its data points that were gathered with machine learning. Thus, this is expected to drive market growth during the forecast period.

Machine Learning in the Life Sciences Market - Key Insights:

  • As per the analysis shared by our research analyst, the global Machine Learning in the Life Sciences market is estimated to grow annually at a CAGR of around 22.9% over the forecast period (2023-2030)
  • Machine Learning in the Life Sciences industry is projected to grow at a significant rate owing to the growing investment in advanced technologies by the life science industries.
  • Based on the application, the clinical research and trials segment is expected to dominate the market during the forecast period.
  • Based on region, North America is expected to dominate the market over the forecast period.

Machine Learning in the Life Sciences Market- Segmentation Analysis:

  • The Global Machine Learning in the Life Sciences Market is segmented based on component, application, end user and Region.
  • Based on the application, the global Machine Learning in the Life Sciences market is segmented into drug discovery and development, precision medicine, genomics and proteomics, medical imaging and diagnostics and clinical research and trials. The clinical research and trials segment is expected to dominate the market during the forecast period. One of the life sciences sector's most data-intensive responsibilities is conducting clinical studies. They produce enormous amounts of data every day while keeping an eye on various patient characteristics. Researchers can find relevant connections between loosely connected data by running these data sets through sophisticated AI systems. This motivates several pharmaceutical firms and clinical research institutions to spend money on cutting-edge tools like artificial intelligence. In the current market environment, the pharmaceutical industry, which conducts over 50% of all clinical trials worldwide each year, is extensively observing the rapid adoption of AI. Thus, driving the segment expansion over the forecast period.

Machine Learning in the Life Sciences Market- Geographical Insights

Geographically, this market is widespread in the regions of North America, Latin America, Europe, Asia Pacific, and the Middle East and Africa. These regions are further divided as per the nations bringing business. North America is expected to dominate the market over the forecast period due to the increased demand for artificial intelligence (AI) solutions from nearly all life sciences applications. Additionally, the large number of pharmaceutical firms and the increased demand for American pharmaceutical exports globally are encouraging businesses to engage in R&D operations. For instance, according to the United Nations COMTRADE database on global commerce, the United States exported pharmaceutical products worth US$83.49 billion in 2022. Thus, the aforementioned stats propel the market growth during the forecast period.

Machine Learning in the Life Sciences Market- Competitive Landscape:

The key players operating in the market are: Atomwise Inc, Insilico Medicine Inc., IBM Corporation, AiCure LLC, Nuance Communications Inc., Sensely Inc., Sophia Genetics SA, NuMedii Inc., Enlitic Inc., Apixio Inc., Zebra Medical Vision and twoXAR Inc.

Recent Developments:

In May 2023, two new AI-powered life sciences solutions from Google Cloud have been introduced to help biotech businesses, pharmaceutical corporations, and government agencies speed up drug development and precision medicine. The Multiomics Suite expedites the identification and analysis of genetic data, assisting businesses in the development of precision medicines. The Target and Lead Identification Suite aids researchers in better understanding the role of amino acids and predicting the structure of proteins.

Key features of the study:

This proposed research study on Machine Learning in the Life Sciences market provides market size (US$ million), compound annual growth rate (CAGR %) and forecast estimation (2023-2030), considering 2022 as the base year

The report provides the client the latest up-to-date and trending insights about the Machine Learning in the Life Sciences market.

The research report elucidates potential growth opportunities across different segments/countries and explains attractive investment proposition matrix for Machine Learning in the Life Sciences market

The overall report identifies new investment opportunities, challenges faced by established players, and growth factors to sustain in the Machine Learning in the Life Sciences market

Impact of COVID-19 on Machine Learning in the Life Sciences market size, forecast, CAGR, and market dynamics are discussed in detail under the research scope. Detailed insight on Machine Learning in the Life Sciences market post-COVID will also be covered.

In order to give the users of this report a comprehensive view on the Machine Learning in the Life Sciences market, we have also included competitive landscape and key innovator analysis for the Machine Learning in the Life Sciences market.

The study encompasses a growth prospect mapping analysis, wherein all the industry segments are benchmarked based on their market size, growth rate and attractiveness.

The report offers detailed company profiling featuring major market participants which will help users to understand their financial information and strategic initiatives of players operating in the Machine Learning in the Life Sciences market.

In addition, the report also unveils the important acquisitions & mergers, collaborations & joint ventures, new launch, research & development, regional expansion of major participants involved in the market on global as well as regional level.

The global Machine Learning in the Life Sciences market report primarily caters to various stakeholders in this industry including suppliers, investors, new entrants, distributors, and financial analysts

SCOPE OF THE REPORT

The scope of this report covers the market by its major segments, which include as follows:

GLOBAL MACHINE LEARNING IN THE LIFE SCIENCES MARKET KEY PLAYERS

  • Atomwise Inc
  • Insilico Medicine Inc.
  • IBM Corporation
  • AiCure LLC
  • Nuance Communications Inc.
  • Sensely Inc.
  • Sophia Genetics SA
  • NuMedii Inc.
  • Enlitic Inc.
  • Apixio Inc.
  • Zebra Medical Vision
  • twoXAR Inc.

GLOBAL MACHINE LEARNING IN THE LIFE SCIENCES MARKET, BY COMPONENT

  • Software
  • Services

GLOBAL MACHINE LEARNING IN THE LIFE SCIENCES MARKET, BY APPLICATION

  • Drug Discovery and Development
  • Precision Medicine
  • Genomics and Proteomics
  • Medical Imaging and Diagnostics
  • Clinical Research and Trials

GLOBAL MACHINE LEARNING IN THE LIFE SCIENCES MARKET, BY END USER

  • Pharmaceutical and Biotechnology Companies
  • Academic and Research Institutions
  • Healthcare Providers
  • Contract Research Organizations (CROs)

GLOBAL MACHINE LEARNING IN THE LIFE SCIENCES MARKET, BY REGION

  • North America
    • The U.S.
    • Canada
  • Europe
    • Germany
    • France
    • Italy
    • Spain
    • United Kingdom
    • Russia
    • Netherlands
    • Sweden
    • Poland
    • Rest of Europe
  • Asia Pacific
    • India
    • China
    • South Korea
    • Japan
    • Australia
    • Thailand
    • Indonesia
    • Philippines
    • Rest of APAC
  • Latin America
    • Brazil
    • Mexico
    • Argentina
    • Colombia
    • Rest of LATAM
  • The Middle East and Africa
    • Saudi Arabia
    • United Arab Emirates
    • Israel
    • Turkey
    • Algeria
    • Egypt
    • Rest of MEA

Table of Contents

1. Machine Learning in the Life Sciences Market Overview

  • 1.1. Study Scope
  • 1.2. Market Estimation Years

2. Executive Summary

  • 2.1. Market Snippet
    • 2.1.1. Machine Learning in the Life Sciences Market Snippet by Component
    • 2.1.2. Machine Learning in the Life Sciences Market Snippet by Application
    • 2.1.3. Machine Learning in the Life Sciences Market Snippet by End User
    • 2.1.4. Machine Learning in the Life Sciences Market Snippet by Country
    • 2.1.5. Machine Learning in the Life Sciences Market Snippet by Region
  • 2.2. Competitive Insights

3. Machine Learning in the Life Sciences Key Market Trends

  • 3.1. Machine Learning in the Life Sciences Market Drivers
    • 3.1.1. Impact Analysis of Market Drivers
  • 3.2. Machine Learning in the Life Sciences Market Restraints
    • 3.2.1. Impact Analysis of Market Restraints
  • 3.3. Machine Learning in the Life Sciences Market Opportunities
  • 3.4. Machine Learning in the Life Sciences Market Future Trends

4. Machine Learning in the Life Sciences Industry Study

  • 4.1. PEST Analysis
  • 4.2. Porter's Five Forces Analysis
  • 4.3. Growth Prospect Mapping
  • 4.4. Regulatory Framework Analysis

5. Machine Learning in the Life Sciences Market: COVID-19 Impact Analysis

  • 5.1. Pre-COVID-19 Impact Analysis
  • 5.2. Post-COVID-19 Impact Analysis
    • 5.2.1. Top Performing Segments
    • 5.2.2. Marginal Growth Segments
    • 5.2.3. Top Looser Segments
    • 5.2.4. Marginal Loss Segments

6. Machine Learning in the Life Sciences Market Landscape

  • 6.1. Machine Learning in the Life Sciences Market Share Analysis, 2022
  • 6.2. Breakdown Data, by Key Manufacturer
    • 6.2.1. Established Players' Analysis
    • 6.2.2. Emerging Players' Analysis

7. Machine Learning in the Life Sciences Market - By Component

  • 7.1. Overview
    • 7.1.1. Segment Share Analysis, By Component, 2022 & 2030 (%)
    • 7.1.2. Software
    • 7.1.3. Services

8. Machine Learning in the Life Sciences Market - By Application

  • 8.1. Overview
    • 8.1.1. Segment Share Analysis, By Application, 2022 & 2030 (%)
    • 8.1.2. Drug Discovery and Development
    • 8.1.3. Precision Medicine
    • 8.1.4. Genomics and Proteomics
    • 8.1.5. Medical Imaging and Diagnostics
    • 8.1.6. Clinical Research and Trials

9. Machine Learning in the Life Sciences Market - By End User

  • 9.1. Overview
    • 9.1.1. Segment Share Analysis, By End User, 2022 & 2030 (%)
    • 9.1.2. Pharmaceutical and Biotechnology Companies
    • 9.1.3. Academic and Research Institutions
    • 9.1.4. Healthcare Providers
    • 9.1.5. Contract Research Organizations (CROs)

10. Machine Learning in the Life Sciences Market- By Geography

  • 10.1. Introduction
    • 10.1.1. Segment Share Analysis, By Geography, 2022 & 2030 (%)
  • 10.2. North America
    • 10.2.1. Overview
    • 10.2.2. Machine Learning in the Life Sciences Key Manufacturers in North America
    • 10.2.3. North America Market Size and Forecast, By Country, 2018 - 2030 (US$ Million)
    • 10.2.4. North America Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
    • 10.2.5. North America Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
    • 10.2.6. North America Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.2.7. U.S.
      • 10.2.7.1. Overview
      • 10.2.7.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.2.7.3. U.S. Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.2.7.4. U.S. Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.2.7.5. U.S. Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.2.8. Canada
      • 10.2.8.1. Overview
      • 10.2.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.2.8.3. Canada Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.2.8.4. Canada Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.2.8.5. Canada Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
  • 10.3. Europe
    • 10.3.1. Overview
    • 10.3.2. Machine Learning in the Life Sciences Key Manufacturers in Europe
    • 10.3.3. Europe Market Size and Forecast, By Country, 2018 - 2030 (US$ Million)
    • 10.3.4. Europe Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
    • 10.3.5. Europe Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
    • 10.3.6. Europe Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.7. Germany
      • 10.3.7.1. Overview
      • 10.3.7.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.7.3. Germany Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.7.4. Germany Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.7.5. Germany Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.8. Italy
      • 10.3.8.1. Overview
      • 10.3.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.8.3. Italy Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.8.4. Italy Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.8.5. Italy Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.9. United Kingdom
      • 10.3.9.1. Overview
      • 10.3.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.9.3. United Kingdom Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.9.4. United Kingdom Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.9.5. United Kingdom Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.10. France
      • 10.3.10.1. Overview
      • 10.3.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.10.3. France Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.10.4. France Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.10.5. France Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.11. Russia
      • 10.3.11.1. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.11.2. Russia Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.11.3. Russia Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.11.4. Russia Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.12. Netherlands
      • 10.3.12.1. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.12.2. Netherlands Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.12.3. Netherlands Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.12.4. Netherlands Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.13. Sweden
      • 10.3.13.1. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.13.2. Sweden Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.13.3. Sweden Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.13.4. Sweden Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.14. Poland
      • 10.3.14.1. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.14.2. Poland Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.14.3. Poland Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.14.4. Poland Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.3.15. Rest of Europe
      • 10.3.15.1. Overview
      • 10.3.15.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.3.15.3. Rest of the Europe Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.3.15.4. Rest of the Europe Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.3.15.5. Rest of the Europe Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
  • 10.4. Asia Pacific (APAC)
    • 10.4.1. Overview
    • 10.4.2. Machine Learning in the Life Sciences Key Manufacturers in Asia Pacific
    • 10.4.3. Asia Pacific Market Size and Forecast, By Country, 2018 - 2030 (US$ Million)
    • 10.4.4. Asia Pacific Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
    • 10.4.5. Asia Pacific Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
    • 10.4.6. Asia Pacific Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.7. India
      • 10.4.7.1. Overview
      • 10.4.7.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.7.3. India Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.7.4. India Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.7.5. India Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.8. China
      • 10.4.8.1. Overview
      • 10.4.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.8.3. China Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.8.4. China Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.8.5. China Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.9. Japan
      • 10.4.9.1. Overview
      • 10.4.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.9.3. Japan Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.9.4. Japan Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.9.5. Japan Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.10. South Korea
      • 10.4.10.1. Overview
      • 10.4.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.10.3. South Korea Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.10.4. South Korea Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.10.5. South Korea Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.11. Australia
      • 10.4.11.1. Overview
      • 10.4.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.11.3. Australia Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.11.4. Australia Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.11.5. Australia Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.12. Thailand
      • 10.4.12.1. Overview
      • 10.4.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.12.3. Thailand Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.12.4. Thailand Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.12.5. Thailand Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.13. Indonesia
      • 10.4.13.1. Overview
      • 10.4.13.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.13.3. Indonesia Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.13.4. Indonesia Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.13.5. Indonesia Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.14. Philippines
      • 10.4.14.1. Overview
      • 10.4.14.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.14.3. Philippines Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.14.4. Philippines Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.14.5. Philippines Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.4.15. Rest of APAC
      • 10.4.15.1. Overview
      • 10.4.15.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.4.15.3. Rest of APAC Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.4.15.4. Rest of APAC Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.4.15.5. Rest of APAC Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
  • 10.5. Latin America
    • 10.5.1. Overview
    • 10.5.2. Machine Learning in the Life Sciences Key Manufacturers in Latin America
    • 10.5.3. Latin America Market Size and Forecast, By Country, 2018 - 2030 (US$ Million)
    • 10.5.4. Latin America Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
    • 10.5.5. Latin America Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
    • 10.5.6. Latin America Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.5.7. Brazil
      • 10.5.7.1. Overview
      • 10.5.7.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.5.7.3. Brazil Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.5.7.4. Brazil Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.5.7.5. Brazil Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.5.8. Mexico
      • 10.5.8.1. Overview
      • 10.5.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.5.8.3. Mexico Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.5.8.4. Mexico Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.5.8.5. Mexico Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.5.9. Argentina
      • 10.5.9.1. Overview
      • 10.5.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.5.9.3. Argentina Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.5.9.4. Argentina Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.5.9.5. Argentina Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.5.10. Colombia
      • 10.5.10.1. Overview
      • 10.5.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.5.10.3. Colombia Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.5.10.4. Colombia Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.5.10.5. Colombia Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.5.11. Rest of LATAM
      • 10.5.11.1. Overview
      • 10.5.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.5.11.3. Rest of LATAM Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.5.11.4. Rest of LATAM Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.5.11.5. Rest of LATAM Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
  • 10.6. Middle East and Africa
    • 10.6.1. Overview
    • 10.6.2. Machine Learning in the Life Sciences Key Manufacturers in Middle East and Africa
    • 10.6.3. Middle East and Africa Market Size and Forecast, By Country, 2018 - 2030 (US$ Million)
    • 10.6.4. Middle East and Africa Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
    • 10.6.5. Middle East and Africa Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
    • 10.6.6. Middle East and Africa Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.6.7. Saudi Arabia
      • 10.6.7.1. Overview
      • 10.6.7.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.6.7.3. Saudi Arabia Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.6.7.4. Saudi Arabia Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.6.7.5. Saudi Arabia Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.6.8. United Arab Emirates
      • 10.6.8.1. Overview
      • 10.6.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.6.8.3. United Arab Emirates Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.6.8.4. United Arab Emirates Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.6.8.5. United Arab Emirates Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.6.9. Israel
      • 10.6.9.1. Overview
      • 10.6.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.6.9.3. Israel Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.6.9.4. Israel Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.6.9.5. Israel Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.6.10. Turkey
      • 10.6.10.1. Overview
      • 10.6.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.6.10.3. Turkey Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.6.10.4. Turkey Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.6.10.5. Turkey Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.6.11. Algeria
      • 10.6.11.1. Overview
      • 10.6.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.6.11.3. Algeria Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.6.11.4. Algeria Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.6.11.5. Algeria Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.6.12. Egypt
      • 10.6.12.1. Overview
      • 10.6.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.6.12.3. Egypt Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.6.12.4. Egypt Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.6.12.5. Egypt Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)
    • 10.6.13. Rest of MEA
      • 10.6.13.1. Overview
      • 10.6.13.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2018 - 2030, (US$ Million)
      • 10.6.13.3. Rest of MEA Market Size and Forecast, By Component, 2018 - 2030 (US$ Million)
      • 10.6.13.4. Rest of MEA Market Size and Forecast, By Application, 2018 - 2030 (US$ Million)
      • 10.6.13.5. Rest of MEA Market Size and Forecast, By End User, 2018 - 2030 (US$ Million)

11. Key Vendor Analysis- Machine Learning in the Life Sciences Industry

  • 11.1. Competitive Dashboard
  • 11.2. Company Profiles
    • 11.2.1. Atomwise Inc
    • 11.2.2. Insilico Medicine Inc.
    • 11.2.3. IBM Corporation
    • 11.2.4. AiCure LLC
    • 11.2.5. Nuance Communications Inc.
    • 11.2.6. Sensely Inc.
    • 11.2.7. Sophia Genetics SA
    • 11.2.8. NuMedii Inc.
    • 11.2.9. Enlitic Inc.
    • 11.2.10. Apixio Inc.
    • 11.2.11. Zebra Medical Vision
    • 11.2.12. twoXAR Inc.

12. 360 Degree Analyst View

13. Appendix

  • 13.1. Research Methodology
  • 13.2. References
  • 13.3. Abbreviations
  • 13.4. Disclaimer
  • 13.5. Contact Us

List of Tables

  • TABLE List of data sources
  • TABLE Market drivers; Impact Analysis
  • TABLE Market restraints; Impact Analysis
  • TABLE Machine Learning in the Life Sciences Market: Component Snapshot (2022)
  • TABLE Segment Dashboard; Definition and Scope, by Component
  • TABLE Global Machine Learning in the Life Sciences Market, by Component 2018-2030 (USD Million)
  • TABLE Machine Learning in the Life Sciences Market: Application Snapshot (2022)
  • TABLE Segment Dashboard; Definition and Scope, by Application
  • TABLE Global Machine Learning in the Life Sciences Market, by Application 2018-2030 (USD Million)
  • TABLE Machine Learning in the Life Sciences Market: End User Snapshot (2022)
  • TABLE Segment Dashboard; Definition and Scope, by End User
  • TABLE Global Machine Learning in the Life Sciences Market, by End User 2018-2030 (USD Million)
  • TABLE Machine Learning in the Life Sciences Market: Regional snapshot (2022)
  • TABLE Segment Dashboard; Definition and Scope, by Region
  • TABLE Global Machine Learning in the Life Sciences Market, by Region 2018-2030 (USD Million)
  • TABLE North America Machine Learning in the Life Sciences Market, by Country, 2018-2030 (USD Million)
  • TABLE North America Machine Learning in the Life Sciences Market, by Component, 2018-2030 (USD Million)
  • TABLE North America Machine Learning in the Life Sciences Market, by Application, 2018-2030 (USD Million)
  • TABLE North America Machine Learning in the Life Sciences Market, by End User, 2018-2030 (USD Million)
  • TABLE Europe Machine Learning in the Life Sciences Market, by Country, 2018-2030 (USD Million)
  • TABLE Europe Machine Learning in the Life Sciences Market, by Component, 2018-2030 (USD Million)
  • TABLE Europe Machine Learning in the Life Sciences Market, by Application, 2018-2030 (USD Million)
  • TABLE Europe Machine Learning in the Life Sciences Market, by End User, 2018-2030 (USD Million)
  • TABLE Asia Pacific Machine Learning in the Life Sciences Market, by Country, 2018-2030 (USD Million)
  • TABLE Asia Pacific Machine Learning in the Life Sciences Market, by Component, 2018-2030 (USD Million)
  • TABLE Asia Pacific Machine Learning in the Life Sciences Market, by Application, 2018-2030 (USD Million)
  • TABLE Asia Pacific Machine Learning in the Life Sciences Market, by End User, 2018-2030 (USD Million)
  • TABLE Latin America Machine Learning in the Life Sciences Market, by Country, 2018-2030 (USD Million)
  • TABLE Latin America Machine Learning in the Life Sciences Market, by Component, 2018-2030 (USD Million)
  • TABLE Latin America Machine Learning in the Life Sciences Market, by Application, 2018-2030 (USD Million)
  • TABLE Latin America Machine Learning in the Life Sciences Market, by End User, 2018-2030 (USD Million)
  • TABLE Middle East and Africa Machine Learning in the Life Sciences Market, by Country, 2018-2030 (USD Million)
  • TABLE Middle East and Africa Machine Learning in the Life Sciences Market, by Component, 2018-2030 (USD Million)
  • TABLE Middle East and Africa Machine Learning in the Life Sciences Market, by Application, 2018-2030 (USD Million)
  • TABLE Middle East and Africa Machine Learning in the Life Sciences Market, by End User, 2018-2030 (USD Million)

List of Figures

  • FIGURE Machine Learning in the Life Sciences Market Segmentation
  • FIGURE Market research Applicationology
  • FIGURE Value chain analysis
  • FIGURE Porter's Five Forces Analysis
  • FIGURE Market Attractiveness Analysis
  • FIGURE COVID-19 Impact Analysis
  • FIGURE Pre & Post COVID-19 Impact Comparision Study
  • FIGURE Competitive Landscape; Key company market share analysis, 2022
  • FIGURE Component segment market share analysis, 2022 & 2030
  • FIGURE Component segment market size forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Application segment market share analysis, 2022 & 2030
  • FIGURE Application segment market size forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE End User segment market share analysis, 2022 & 2030
  • FIGURE End User segment market size forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Regional segment market share analysis, 2022 & 2030
  • FIGURE Regional segment market size forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE North America Machine Learning in the Life Sciences Market share and leading players, 2022
  • FIGURE Europe Machine Learning in the Life Sciences Market share and leading players, 2022
  • FIGURE Asia Pacific Machine Learning in the Life Sciences Market share and leading players, 2022
  • FIGURE Latin America Machine Learning in the Life Sciences Market share and leading players, 2022
  • FIGURE Middle East and Africa Machine Learning in the Life Sciences Market share and leading players, 2022
  • FIGURE North America market share analysis by country, 2022
  • FIGURE U.S. Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Canada Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Europe Machine Learning in the Life Sciences Market share analysis by country, 2022
  • FIGURE Germany Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Spain Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Italy Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE France Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE UK Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Russia Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Netherlands Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Sweden Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Poland Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Rest of the Europe Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Asia Pacific Machine Learning in the Life Sciences Market share analysis by country, 2022
  • FIGURE India Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE China Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Japan Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE South Korea Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Australia Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Thailand Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Indonesia Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Phillipines Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Rest of APAC Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Latin America Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Latin America Machine Learning in the Life Sciences Market share analysis by country, 2022
  • FIGURE Brazil Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Mexico Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Argentina Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Colombia Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Rest of LATAM Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Middle East and Africa Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Middle East and Africa Machine Learning in the Life Sciences Market share analysis by country, 2022
  • FIGURE Saudi Arabia Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE United Arab Emirates Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Israel Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Turkey Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Algeria Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Egypt Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)
  • FIGURE Rest of MEA Machine Learning in the Life Sciences Market size, forecast and trend analysis, 2018 to 2030 (USD Million)