March 2023
Intermediate to advanced
448 pages
12h 40m
English
book
Bioinformatics Tools for Pharmaceutical Drug Product Development
by Vivek Chavda, Krishnan Anand, Vasso Apostolopoulos
Content preview from Bioinformatics Tools for Pharmaceutical Drug Product Development
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14Role of Artificial Intelligence in Machine Learning for Diagnosis and Radiotherapy
Sanket Chintawar1, Vaishnavi Gattani1, Shivanee Vyas1 and Shilpa Dawre1,2*
1Department of Pharmaceutics School of Pharmacy & Technology Management, SVKMs, NMIMS Babulde Banks of Tapi River, Shirpur, Maharashtra, India
2Department of Pharmaceutics, School of Pharmacy, Vishwakarma University, Kondhwa, Pune, Maharashtra, India
Abstract
Currently there is a buzz about artificial intelligence (AI) and machine learning (ML) in every sector. The current chapter is focused on role of AI and ML in healthcare system especially diagnosis and radiotherapy. Different machine learning algorithm models such as supervised, unsupervised, semi-supervised, and reinforcement learning were also mentioned in this chapter. Herein authors also discusses role of AI in radiology and different types of radiation therapy with its mechanism of action. This chapter explores the ongoing research and implementation of AI and ML in diagnosis and radiotherapy. Successful application of AI and ML algorithms in radiotherapy has been discussed in detail. However, many challenges are there in clinical application of AI in diagnosis and radiotherapy at this time such as quality assurance, reproducibility, implementation, and interpretability.
Keywords: Artificial intelligence, machine learning, diagnosis, radiotherapy, machine learning models
Abbreviations
| PET | Positron emission tomography |
| AI | Artificial intelligence |
| ML | Machine learning ... |
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