Master Study AI

AI in Drug Discovery & Genomics: Accelerating Precision Medicine with Intelligence

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Course Modules:

Module 1: Introduction to Genomics and Drug Discovery

Basics of genomics: DNA, RNA, and sequencing

Overview of the drug discovery pipeline

Where AI fits into modern pharmacogenomics

 Module 2: AI Techniques in Bioinformatics

Sequence analysis with ML: classification and clustering

Genomic feature extraction: mutations, SNPs, and expression levels

Deep learning for gene interaction networks and pathway prediction

 Module 3: Target Identification and Drug Screening

AI for protein structure prediction and binding site detection

Virtual screening using ML models

QSAR modeling: predicting activity and toxicity of compounds

 Module 4: Biomarkers and Personalized Medicine

Using AI to identify genomic biomarkers

Disease subtype classification with gene expression data

Predicting drug response for individualized treatment plans

Module 5: Tools, Datasets, and Platforms

Datasets: TCGA, GTEx, ChEMBL, DrugBank

Tools: DeepChem, BioPython, scikit-bio, AlphaFold

Frameworks: TensorFlow, PyTorch, and MLFlow for healthcare pipelines

Module 6: Capstone Project – AI Pipeline for Drug or Gene Analysis

Choose a case study (e.g., cancer gene classification, COVID-19 drug screening)

Build an AI model to process genomic or molecular data

Submit code, visualizations, and a scientific project report

Tools & Technologies Used:

Python

DeepChem, RDKit, scikit-learn

TensorFlow / PyTorch (for DL models)

BioPython, pandas, NumPy, Matplotlib

Target Audience:

Bioinformatics and data science students

AI developers working in pharmaceutical or genomic research

Biomedical engineers and healthcare innovators

Researchers exploring AI in life sciences

Global Learning Benefits:

Use AI to shorten drug discovery timelines and improve efficacy

Interpret genetic data for diagnosis and treatment prediction

Combine biology and machine learning for impactful innovation

Contribute to breakthroughs in personalized and precision medicine

 

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