Article ; Online: Application of Artificial Intelligence and Machine Learning in Drug Discovery.
Methods in molecular biology (Clifton, N.J.)
2021 Volume 2390, Page(s) 113–124
Abstract: Machine Learning (ML) and Deep Learning (DL) are two subclasses of Artificial Intelligence (AI), that, in this day and age of big data provides significant opportunities to pharmaceutical discovery research and development by translating data to ... ...
Abstract | Machine Learning (ML) and Deep Learning (DL) are two subclasses of Artificial Intelligence (AI), that, in this day and age of big data provides significant opportunities to pharmaceutical discovery research and development by translating data to information and ultimately to knowledge. Machine Learning or AI is not really new but over last few years, application of better methods have emerged and they have been successfully applied for drug discovery and development. This chapter would provide an overview of these methods and how they have been applied across various work streams, e.g., generative chemistry, ADMET prediction, retrosynthetic analysis, etc. within drug discovery process. This chapter would also attempt to provide caution and pit falls in utilizing these methods blindly while summarizing challenges and limitations. |
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MeSH term(s) | Artificial Intelligence ; Big Data ; Drug Discovery ; Machine Learning |
Language | English |
Publishing date | 2021-11-03 |
Publishing country | United States |
Document type | Journal Article |
ISSN | 1940-6029 |
ISSN (online) | 1940-6029 |
DOI | 10.1007/978-1-0716-1787-8_4 |
Database | MEDical Literature Analysis and Retrieval System OnLINE |
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