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Course Module of Drug Discovery with Data Science

🔴 Expanded & Enhanced Training Content 🔴

🧪 Core Drug Discovery & Research Modules

  • 🔹 Introduction to Drug Discovery & Development Pipeline (Preclinical to Clinical)
  • 🔹 Target Identification vs Target Validation: Case Studies & Tools
  • 🔹 Hit to Lead & Lead Optimization
  • 🔹 Structure-Activity Relationship (SAR) & QSAR Fundamentals

🖥️ Computational Tools & Software Training

  • 🔹 Overview of Widely Used Tools (e.g., PyRx, AutoDock, SwissADME, VMD, GROMACS)
  • 🔹 Open Source vs Licensed Tools: Which to Use and When
  • 🔹 Installing & Managing Computational Tools on Windows/Linux

🤖 AI & ML in Drug Design – Deep Dive

  • 🔹 Introduction to Cheminformatics
  • 🔹 Dataset Preparation for ML/AI (SMILES, Fingerprints, Feature Engineering)
  • 🔹 Building Simple ML Models with scikit-learn for Molecular Property Prediction
  • 🔹 Introduction to Deep Learning in Drug Design (e.g., using TensorFlow or PyTorch basics)

🔬 Molecular Modeling & Simulation

  • 🔹 Homology Modeling of Target Proteins
  • 🔹 Ligand & Protein Preparation Workflow
  • 🔹 Introduction to Quantum Mechanics in Drug Discovery
  • 🔹 Enhanced Sampling Techniques in Molecular Dynamics

📈 Data Analysis & Research Reporting

  • 🔹 Generating & Interpreting Drug-likeness and Toxicity Reports
  • 🔹 How to Present Binding Affinity, Pharmacokinetics, and Simulation Results
  • 🔹 Tools for Scientific Plotting & Visualization (GraphPad Prism, matplotlib, seaborn)

📄 Scientific Writing & Publication Skills

  • 🔹 How to Write a Research Paper (IMRAD Structure)
  • 🔹 Referencing and Citation Tools (Zotero, Mendeley)
  • 🔹 Choosing the Right Journal (e.g., Q1 vs Q4, impact factor insights)
  • 🔹 Ethical Research & Avoiding Plagiarism

💼 Career Pathways in Drug Discovery

🔹 Guidance on Internship/Job Applications (e.g., via LinkedIn, Pharma websites)

🔹 Industry vs Academia: Where Can You Go?

🔹 Building a Career in Bioinformatics, Cheminformatics, and CADD

🔹 Resume/CV Building for the Pharmaceutical Industry

Working Hours

  • Monday9am - 6pm
  • Tuesday9am - 6pm
  • Wednesday9am - 6pm
  • Thursday9am - 6pm
  • Friday9am - 6pm
  • SaturdayClosed
  • SundayClosed
Teachers

FARHANA HOQUE-DS Instructor
Web Designer
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HUMAYRA BINTE SHAFIQUE-DS Disign Instructor
Web Designer
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