Name: AI &amp; Bio-Informatics
Start: 2026-02-14T04:30:00+00:00
End: 2026-02-15T11:30:00+00:00
Location: Indian Institute of Science

Advanced Tech Workshop 2026EligibilityOpen to all!!B.Tech, B.E., BCA, MCA, B.Sc IT, M.Sc IT, MBBS, MS, MD, Biomedical, Biotechnology, BBA, MBA, B.A., and hobbyists from all backgroundsTable of Content Day 1Session 1: Introduction to AI in Bioinformatics & HealthcareOverview of AI applications in Healthcare & Life SciencesBasics of Medical & Biological DataTypes of Healthcare Data (Genomic, Clinical, Imaging, Signals)Data Formats & Standards (FASTA, FASTQ, CSV, DICOM – overview)Data Preprocessing & Cleaning for Biomedical DataHandling Missing, Noisy & Imbalanced Medical DataEthical AI, Data Privacy & Healthcare Regulations (HIPAA, Ethics)Session 2: Machine Learning & Deep Learning for HealthcareIntroduction to Machine Learning in HealthcareNumerical & Clinical Data Analysis using NumPy & PandasData Visualization for Medical Insights (Matplotlib / Seaborn)Exploratory Data Analysis (EDA) for Healthcare DatasetsIntroduction to Neural NetworksActivation Functions & Loss Functions for Medical DataOptimization Techniques & Model Evaluation MetricsOverfitting, Regularization & Model Validation in HealthcareDay 2Session 1: Deep Learning Applications in HealthcareTraining Neural Networks on Clinical & Biomedical DataMedical Image Analysis using Deep LearningIntroduction to Convolutional Neural Networks (CNNs)Training CNNs for Disease Detection (e.g., Brain Tumor Classification)Introduction to Genomics & AIAI for DNA/RNA Sequence Analysis (Conceptual + Demo)Session 2: Hands-On Projects & AssignmentsTransfer Learning & Fine-Tuning for Medical Image ClassificationPneumonia Detection using Chest X-ray ImagesHeart Disease Prediction using Biomedical Signal DataCase Study: AI-assisted Diagnosis & Decision Support SystemsModel Interpretation & Explainability in Healthcare AI