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Artificial Intelligence in Drug Discovery and Development

NPTEL-NOC IITM via YouTube

Overview

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Explore the transformative role of artificial intelligence in revolutionizing pharmaceutical research through this comprehensive lecture series. Delve into how machine learning algorithms and AI technologies are accelerating the traditionally lengthy and expensive drug discovery process, from initial compound identification to clinical development. Learn about computational methods for molecular design, predictive modeling for drug-target interactions, and AI-driven approaches to optimize lead compounds. Discover how neural networks and deep learning techniques are being applied to analyze vast chemical databases, predict drug toxicity, and identify potential therapeutic targets. Examine real-world case studies demonstrating successful AI implementations in pharmaceutical companies and research institutions. Understand the integration of AI with traditional medicinal chemistry approaches, including structure-based drug design and pharmacokinetic modeling. Gain insights into the challenges and limitations of AI in drug development, including data quality issues, regulatory considerations, and the need for experimental validation. Explore emerging trends such as generative AI for novel molecule creation and the use of AI in personalized medicine approaches to drug development.

Syllabus

Artificial Intelligence in Drug Discovery and Development

Taught by

NPTEL-NOC IITM

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