[시장보고서]세계의 생명과학용 머신러닝 시장 : 구성 요소별, 용도별, 최종 사용자별, 국가별, 지역별

세계의 생명과학용 머신러닝 시장 : 구성 요소별, 용도별, 최종 사용자별, 국가별, 지역별 - 산업 분석, 시장 규모, 시장 점유율, 예측(2023-2030년)

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

상품코드 : 1351393

리서치사 : AnalystView Market Insights

발행일 : 2023년 08월

페이지 정보 : 영문 284 Pages

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한글목차

보고서 하이라이트

생명과학용 머신러닝(Machine Learning in the Life Sciences) 시장 규모는 2022년 18억 740만 달러였으며, 2023년부터 2030년까지 CAGR 22.9%로 추이하며 성장할 것으로 예상됩니다.

생명과학용 머신러닝 시장 - 시장 역학 :

AI 기술의 이용 확대가 시장 성장을 견인 할 것으로 예상됩니다.
머신러닝은 건강 관리 분야에서 건강 관리에 사용되는 제품의 안전성에 대한 최신 정보를 전달하는 중요한 수단이되고 있습니다. 생명과학 사업의 대부분은 특히 맞춤형 약물 치료를 제공할 때 안전 정보를 보다 효과적으로 전달하기 위해 의약품 라벨(첨부 문서 및 환자용 정보 리플릿 등)을 개선하기 위해 열심히 노력하고 있습니다. 이 요소는 또한 안전상의 이유로 필수 참조 라벨을 업데이트할 필요가 있습니다. 이 라벨은 아트워크의 인쇄 및 제조일 등 관련 보건 당국에 제출하기 전에 몇 가지 요소를 고려해야 합니다. 또한 기업의 SOP 스케줄에서는 보건 당국이 요구하는 제출 기한보다 엄격한 제출 기한이 설정되어 부담과 비용에 박차를 가하고 있습니다. 자재에 가장 적합한 제출 기한을 설정하고 안전을 보장하기 위해 기업은 머신러닝에서 수집한 데이터 포인트를 결합합니다. 그러므로 이것이 예측 기간 동안 시장 성장을 가속할 것으로 예상됩니다.

생명과학용 머신러닝 시장-세분화 분석 :

생명과학용 머신러닝 시장은 구성 요소, 용도, 최종 사용자, 지역에 따라 세분화됩니다.
용도에 따라 생명과학용 머신러닝 시장은 신약 발견·연구개발, 정밀의료, 유전체학·단백질체학, 의료 영상 처리·진단, 임상 연구·임상시험으로 구분됩니다. 예측기간 중에는 임상연구·임상시험 분야가 시장을 독점할 것으로 보입니다. 생명 과학 분야에서 가장 데이터 집약적인 책임 중 하나가 임상 연구의 실시입니다. 이들은 다양한 환자 특성을 주시하면서 매일 엄청난 양의 데이터를 생성합니다. 연구자들은 정교한 AI 시스템을 통해 이러한 데이터 세트를 실행하여 느슨하게 연결된 데이터 간의 연관성을 찾을 수 있습니다. 이러한 이유로 여러 제약 회사와 임상 연구 기관이 인공 지능과 같은 최첨단 도구에 돈을 투자하고 있습니다. 현재 시장 환경에서 세계 임상시험의 50% 이상을 매년 실시하고 있는 제약산업이 AI의 급속한 도입을 폭넓게 관찰하고 있습니다. 따라서 예측 기간 동안 부문 확대를 견인하고 있습니다.
생명과학용 머신러닝 시장-지리적 통찰
지역적으로, 이 시장은 북미, 남미, 유럽, 아시아 태평양, 중동 및 아프리카로 분류됩니다. 이 지역은 비즈니스를 제공하는 국가에 의해 더욱 세분화됩니다. 북미는 거의 모든 생명과학 응용 분야에서 인공지능(AI) 솔루션에 대한 수요가 증가하고 있기 때문에 예측 기간 동안 시장을 독점할 것으로 예상됩니다. 게다가 제약회사의 수가 많아 미국의 의약품 수출 수요가 세계적으로 증가하고 있는 것이 기업이 R&D 업무에 종사하는 것을 뒷받침하고 있습니다. 예를 들어, 세계 무역에 관한 유엔 COMTRADE 데이터기반에 따르면, 미국은 2022년에 834억 9,000만 달러 상당의 의약품을 수출했습니다. 따라서 앞서 언급한 통계는 예측 기간 동안 시장 성장을 가속합니다.

생명과학용 머신러닝 시장-경쟁 구도 :

이 시장에서 사업을 전개하는 주요 기업은 다음과 같습니다 : 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.

소개
북미
- 개요
- 북미의 주요 제조사
- 미국
- 캐나다
유럽
- 개요
- 유럽의 주요 제조사
- 독일
- 이탈리아
- 영국
- 프랑스
- 러시아
- 네덜란드
- 스웨덴
- 폴란드
- 기타
아시아 태평양(APAC)
- 개요
- 아시아 태평양의 주요 제조사
- 인도
- 중국
- 일본
- 한국
- 호주
- 태국
- 인도네시아
- 필리핀
- 기타
남미
- 개요
- 남미의 주요 제조사
- 브라질
- 멕시코
- 아르헨티나
- 콜롬비아
- 기타
중동 및 아프리카
- 개요
- 중동 및 아프리카의 주요 제조사
- 사우디아라비아
- 아랍에미리트(UAE)
- 이스라엘
- 터키
- 알제리
- 이집트
- 기타

제11장 주요 벤더 분석-생명과학용 머신러닝

경쟁 대시보드
기업 개요
- 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.

제12장 애널리스트의 전방위 전망

LYJ

영문 목차

영문목차

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

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