Applications of Artificial Intelligence and Machine Learning in Healthcare

Written By Hassan Alamoudi
Applications of Artificial Intelligence and Machine Learning in Healthcare
  • Publsiher : Unknown
  • Release : 18 April 2021
  • ISBN :
  • Pages : pages
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Download or read book entitled Applications of Artificial Intelligence and Machine Learning in Healthcare by author: Hassan Alamoudi which was release on 18 April 2021 and published by Unknown with total page pages . This book available in PDF, EPUB and Kindle Format. Artificial Intelligence (AI) is becoming a ubiquitous term that is used in many fields of research or the popular culture. Among these fields that was affected by this hype is the healthcare sector. Along with its subdomain, Machine Learning (ML), they established an environment of interest in the promises of machines versus humans capabilities. Though artificial intelligence applications in healthcare such as interpreting ECGs could date back to the mid of the twentieth century, the promises of AI still at its beginning when it comes to new breakthroughs. This is due to the transformation into a digital world and new advancements in the processing capabilities. Computer vision has contributed the most to the healthcare sector where it can leverage doctors and practitioners with automated classification and annotations as a preparing step. This kind of mechanism is the best suited for applications of AI in healthcare. However, the amount of data in other forms such as textual or lab results is exceeding the force power. While a solution could be to use machines to learn and propose solutions, the results could be catastrophic and human lives are on stake. So, explainable AI could be beneficial where it analyzes and makes predictions that can be trusted by the users. The study here is conducted on cardiovascular patients dataset to predict the presence or absence of the disease. Classifications techniques used include Nave Bayes, Logistic Regression, Decision Trees, Support Vector Machines, and Artificial Neural Networks. The Logistic regression model achieved the best Area under the curve. Moreover, an extension of the previous studies discussed is conducted to explain the model and to show how models of AI can be trusted and not used as black-boxes.

Applications of Artificial Intelligence and Machine Learning in Healthcare

Applications of Artificial Intelligence and Machine Learning in Healthcare
  • Author : Hassan Alamoudi
  • Publisher : Unknown
  • Release Date : 2019
  • Total pages : 212
  • ISBN :
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Summary : Artificial Intelligence (AI) is becoming a ubiquitous term that is used in many fields of research or the popular culture. Among these fields that was affected by this hype is the healthcare sector. Along with its subdomain, Machine Learning (ML), they established an environment of interest in the promises of ...

Artificial Intelligence and Machine Learning in Healthcare

Artificial Intelligence and Machine Learning in Healthcare
  • Author : Ankur Saxena,Shivani Chandra
  • Publisher : Springer
  • Release Date : 2021-05-25
  • Total pages : 228
  • ISBN :
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Summary : This book reviews the application of artificial intelligence and machine learning in healthcare. It discusses integrating the principles of computer science, life science, and statistics incorporated into statistical models using existing data, discovering patterns in data to extract the information, and predicting the changes and diseases based on this data ...

Machine Learning and AI for Healthcare

Machine Learning and AI for Healthcare
  • Author : Arjun Panesar
  • Publisher : Apress
  • Release Date : 2019-02-04
  • Total pages : 368
  • ISBN :
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Summary : Explore the theory and practical applications of artificial intelligence (AI) and machine learning in healthcare. This book offers a guided tour of machine learning algorithms, architecture design, and applications of learning in healthcare and big data challenges. You’ll discover the ethical implications of healthcare data analytics and the future ...

Artificial Intelligence in Healthcare

Artificial Intelligence in Healthcare
  • Author : Parag Mahajan
  • Publisher : Unknown
  • Release Date : 2021-03-04
  • Total pages : 212
  • ISBN :
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Summary : About the book:? Do you know what AI is doing to improve our health and wellbeing?? Does this new technology concern you, or impress you?? Do you want to know more about the future of AI in healthcare?Technology continues to advance at a pace that can seem bewildering. Nowhere ...

Artificial Intelligence

Artificial Intelligence
  • Author : Sandeep Reddy
  • Publisher : CRC Press
  • Release Date : 2020-12-03
  • Total pages : 336
  • ISBN :
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Summary : The rediscovery of the potential of artificial intelligence (AI) to improve healthcare delivery and patient outcomes has led to an increasing application of AI techniques such as deep learning, computer vision, natural language processing, and robotics in the healthcare domain. Many governments and health authorities have prioritized the application of ...

Machine Intelligence for Healthcare

Machine Intelligence for Healthcare
  • Author : Francis X. Campion,Gunnar Carlsson,Francis , FACP
  • Publisher : Unknown
  • Release Date : 2017-02-02
  • Total pages : 346
  • ISBN :
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Summary : Machine Intelligence for Healthcare is a must read for physician leaders, health insurance executives, clinical researchers, public health officials, data scientists and software engineers seeking to understand this pivotal innovation in the information revolution in healthcare. MI for Healthcare provides a detailed introduction of Machine Intelligence, then takes the reader ...

Artificial Intelligence and Machine Learning in 2D 3D Medical Image Processing

Artificial Intelligence and Machine Learning in 2D 3D Medical Image Processing
  • Author : Rohit Raja,Sandeep Kumar,Shilpa Rani,K. Ramya Laxmi
  • Publisher : CRC Press
  • Release Date : 2020-12-23
  • Total pages : 196
  • ISBN :
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Summary : Digital images have several benefits, such as faster and inexpensive processing cost, easy storage and communication, immediate quality assessment, multiple copying while preserving quality, swift and economical reproduction, and adaptable manipulation. Digital medical images play a vital role in everyday life. Medical imaging is the process of producing visible images ...

Artificial Intelligence in Healthcare

Artificial Intelligence in Healthcare
  • Author : Adam Bohr,Kaveh Memarzadeh
  • Publisher : Academic Press
  • Release Date : 2020-06-21
  • Total pages : 378
  • ISBN :
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Summary : Artificial Intelligence (AI) in Healthcare is more than a comprehensive introduction to artificial intelligence as a tool in the generation and analysis of healthcare data. The book is split into two sections where the first section describes the current healthcare challenges and the rise of AI in this arena. The ...

Advancement of Artificial Intelligence in Healthcare Engineering

Advancement of Artificial Intelligence in Healthcare Engineering
  • Author : Dilip Singh Sisodia,Ram Bilas Pachori,Lalit Garg
  • Publisher : Medical Information Science Reference
  • Release Date : 2020
  • Total pages : 300
  • ISBN :
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Summary : "This book explores the possible applications of machine learning, deep learning, soft computing, and evolutionary computing techniques in the design, implementation, and optimization of challenging healthcare engineering solutions"--...

Machine Learning for Healthcare Analytics Projects

Machine Learning for Healthcare Analytics Projects
  • Author : Eduonix Learning Solutions
  • Publisher : Packt Publishing Ltd
  • Release Date : 2018-10-30
  • Total pages : 134
  • ISBN :
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Summary : Create real-world machine learning solutions using NumPy, pandas, matplotlib, and scikit-learn Key Features Develop a range of healthcare analytics projects using real-world datasets Implement key machine learning algorithms using a range of libraries from the Python ecosystem Accomplish intermediate-to-complex tasks by building smart AI applications using neural network methodologies Book ...

AI and Machine Learning for Healthcare

AI and Machine Learning for Healthcare
  • Author : Aileen Nielsen
  • Publisher : Unknown
  • Release Date : 2017
  • Total pages : 212
  • ISBN :
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Summary : "Artificial intelligence (AI) and machine learning (ML) in healthcare comprise a rapidly expanding and very promising field. The marriage of technology and health has the potential to empower medical professionals and patients alike, while drastically cutting the cost of healthcare. Using a measured no-hype approach, this video will help technology ...

Big Data and Artificial Intelligence for Healthcare Applications

Big Data and Artificial Intelligence for Healthcare Applications
  • Author : Ankur Saxena,Nicolas Brault,Shazia Rashid
  • Publisher : Unknown
  • Release Date : 2021
  • Total pages : 272
  • ISBN :
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Summary : This book covers a wide range of topics on the role of Artificial Intelligence, Machine Learning, and Big Data for healthcare applications and deals with the ethical issues and concerns associated with it. This book explores the applications in different areas of healthcare and highlights the current research. The book ...

Artificial Intelligence in Healthcare

Artificial Intelligence in Healthcare
  • Author : Tom Lawry
  • Publisher : Himss Publishing
  • Release Date : 2020
  • Total pages : 216
  • ISBN :
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Summary : We are in the early stages of the next big platform shift in healthcare computing. Fueled by Artificial Intelligence (AI) and the cloud, AI is already transforming the way health and medical services are provided. As the industry transitions from static digital repositories to intelligent systems there will be winners ...

Machine Learning for Healthcare Applications

Machine Learning for Healthcare Applications
  • Author : Sachi Nandan Mohanty,G. Nalinipriya,Om Prakash Jena,Achyuth Sarkar
  • Publisher : John Wiley & Sons
  • Release Date : 2021-03-24
  • Total pages : 416
  • ISBN :
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Summary : When considering the idea of using machine learning in healthcare, it is a Herculean task to present the entire gamut of information in the field of intelligent systems. It is, therefore the objective of this book to keep the presentation narrow and intensive. This approach is distinct from others in ...

Artificial Intelligence and Machine Learning for Business

Artificial Intelligence and Machine Learning for Business
  • Author : John Medicine
  • Publisher : Unknown
  • Release Date : 2019-07-10
  • Total pages : 132
  • ISBN :
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Summary : Do you want to learn about Artificial Intelligence and Machine Learning and how they are revolutionizing Life, Health Care, Business and Marketing? Do you want apply them to your business? Artificial intelligence technology has become so common that many people do not realize that AI is already a part of ...