Manolis Kellis Courses

AI in Medicine - Keynote at Cambridge CCAIM24 Summer School

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Explore AI's transformative impact on medicine with insights from a leading expert, covering cutting-edge applications and future possibilities in healthcare.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

Protein Structure with Transformers - Lecture 9

Explore protein structure prediction using transformer models, uncovering advanced techniques for understanding and analyzing protein folding and interactions.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Video

DNA Language Models and Convolution - Lecture 12

Dive into DNA language models and convolution techniques, exploring advanced computational approaches for analyzing genetic sequences and structures.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Intro to Protein Structure - Lecture 8

Explore protein structure fundamentals, including amino acid composition, peptide bonds, and folding mechanisms. Gain insights into structural hierarchy and functional implications.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Protein Language Models - Lecture 13

Learn about protein language models and their applications in computational biology, exploring advanced techniques for analyzing and predicting protein structures and functions.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

Introduction to Drug Development - Lecture 13

Explore the fundamentals of drug development, from initial research through clinical trials and regulatory approval processes in this comprehensive pharmaceutical sciences overview.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

Regulatory Circuitry - Lecture 6

Explore regulatory circuitry in genomics, uncovering mechanisms of gene expression control and cellular regulation through advanced computational analysis techniques.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

Single Cell Analysis in Computational Biology - Lecture 3

Comprehensive exploration of single-cell RNA sequencing, covering technologies, applications, and analysis techniques. Discusses advantages over bulk sequencing and addresses key biological questions in the field.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video

Expression Analysis, Clustering, and Classification in Machine Learning - Lecture 2

Comprehensive exploration of machine learning concepts, from basic principles to advanced techniques, with applications in gene expression analysis and text clustering.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Video

Introduction to Machine Learning in Computational Biology - Lecture 1

Comprehensive overview of computational biology, exploring GenAI, representation learning, and their applications in genomics and language models. Insights into future directions and potential impacts.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

Sequence Alignment and Dynamic Programming in Computational Biology - Lecture 4

Comprehensive exploration of sequence alignment techniques, from comparative genomics to dynamic programming, covering local alignment, hashing, and BLAST for efficient genomic analysis and evolutionary insights.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

Disease Mechanism and Genetic Analysis: From GWAS to Biological Insights - Lecture 18

Delve into disease mechanisms through genetic analysis, exploring GWAS studies, trait heritability, and the FTO obesity locus while mastering techniques for understanding complex biological pathways and genetic variations.

• YouTube
• 1 hour 28 minutes
• On-Demand
• Free Video

Training Neural Networks and Deep Learning Optimization Methods - Lecture 16

Master neural network training fundamentals, from momentum methods and regularization to batch normalization, with practical applications in BBB transmission prediction and model optimization.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

Generating New Molecules Using Machine Learning and AI - Lecture 15

Explore advanced machine learning concepts for molecular generation, from autoencoders and VAEs to GANs, culminating in practical applications for antibiotic discovery using AI.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Disease GWAS, PRS, and Genetic Mechanisms in Modern Medicine - Lecture 17

Explore genetic disease mechanisms through genome-wide association studies (GWAS), from historical perspectives to modern applications in polygenic risk scores and population-specific variations in disease inheritance.

• YouTube
• 1 hour 26 minutes
• On-Demand
• Free Video