Machine Learning for Drug Discovery: Concepts to Applications (Online Workshop)

Empowering Drug Discovery with the Intelligence of Machine Learning

17–20 April 2026 | 6:30 PM IST | Online Live Workshop | Certificate

About the Workshop

This workshop provides a comprehensive introduction to machine learning (ML) in drug discovery, focusing on how computational models can accelerate and optimize the drug development process. Participants will explore how ML helps in predicting molecular interactions, analyzing biological data, and designing effective drug candidates.

Through live sessions and real-world case studies, learners will gain practical experience in building, training, and evaluating ML models tailored for bioactivity prediction and drug discovery applications.

What You Will Learn

  • Fundamentals of machine learning concepts and workflows

  • Feature extraction, selection, and data partitioning

  • Building and evaluating ML classification models

  • Understanding model performance metrics

  • Application of ML in bioactivity prediction and drug design

  • Working with bioinformatics datasets (GEO, PubChem)

  • Hands-on experience with Weka and feature extraction tools

Course Features

  • E-Certificate

  • Live & Interactive Sessions

  • Session Recordings

  • Protocols & Lecture PPTs

  • Software & Tools Support

  • Hands-on Training

  • 24×7 Support


Learning Outcomes

  • Understand core machine learning principles for drug discovery

  • Build and evaluate ML models for biological data

  • Apply ML techniques to predict compound bioactivity

  • Gain practical exposure to real datasets and tools

  • Develop skills relevant for computational biology, pharma & biotech roles

Who Can Join

  • Students in Biotechnology, Bioinformatics, Life Sciences, Pharmacy, Computer Science

  • Researchers interested in AI/ML in healthcare & drug discovery

  • Beginners looking to enter computational drug discovery

  • Professionals in biotech, pharma, or data science domains


Course Fee

Indian Participants: ₹999 INR
International Participants: $40 USD

Workshop Module

Day 1: Introduction to Machine Learning – Part I

  • Basics of Machine Learning

  • Feature Extraction & Feature Selection

  • Data Partitioning

  • Hands-on: Introduction to Weka

Day 2: Introduction to Machine Learning – Part II

  • Classification Algorithms

  • ML Model Development

  • Model Performance Evaluation

  • Hands-on: ML Model Building using Weka

Day 3: Applications in Drug Discovery

  • Bioinformatics Datasets in Drug Discovery

  • ML Model for Biological Activity Prediction

  • Tools & Hands-on: GEO, PubChem, aDEL, Weka