Lectures (Fall 2022)

Module 1: Introduction to Medicine

Lecture 1: Introduction to the course

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Lecture 2: Medicine

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Lecture 3: The healthcare industry

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Lecture 4: Evidence Based Medicine

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Module 2: Disease phenotyping

Lecture 5: Asthma Phenotyping

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Lecture 6: Comorbidity Phenotyping

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Lectures 7-8: Drug Response Phenotyping

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Lecture 9: Phenotyping via Tensor Factorization

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Module 3: Biomarker discovery

Lecture 10: Feature Selection, and Gene Set Enrichment Analysis

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Lecture 11: Feature Selection for microarray data

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Lecture 12: Biomarker discovery for indolent prostate cancer

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Lectures 13-14: Finding Genomic Markers

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Lectures 15-16: Finding Phylogenetic Markers

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Module 4: Predictive modeling

Lecture 17: Detecting high-risk surgical patients

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Lecture 18: Detecting Autism from video

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Lectures 19-20: Detecting onset of heart failure via deep learning

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Module 5: Medical imaging analysis

Lecture 21: Predicting cancer survival using deep learning

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Lecture 22: Classification of skin cancer using deep learning

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Module 6: Drug design and development

Lecture 23: Designing Therapeutic Proteins

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Lecture 24:  Predicting Drug Response; Interpretable AI

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Module 7: Advanced Topics

Lecture 25:  Algorithmic Bias in AI and Machine Learning; Course Summary

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