STAT115 2020
Comprehensive bioinformatics course covering sequencing technologies, RNA-seq analysis, clustering methods, single-cell genomics, epigenetics, GWAS, and cancer genomics. Emphasizes computational techniques and data analysis in modern biology.
STAT115 2018
Comprehensive exploration of computational biology, covering microarrays, RNA-seq, ChIP-seq, epigenetics, GWAS, cancer genomics, and deep learning, with hands-on data analysis techniques.
Tiling the Genome - Naming the Parts of Your Genome That Make You You
Explore genomic tiling, precision medicine, and the future of DNA-based healthcare. Learn about organizing computational resources, big data platforms, and the Personal Genome Project's impact on clinical genetics.
Domain Adaptation with Invariant Representation Learning - What Transformations to Learn?
Explore domain adaptation in machine learning, focusing on invariant representation learning and its challenges. Learn about novel techniques for optimal feature mapping across domains.
MIT Computational Biology - Genomes, Networks, Evolution, Health - Fall 2018
Comprehensive exploration of computational biology, covering genomics, networks, evolution, and health applications through advanced algorithms, data analysis, and cutting-edge research topics.
MIT CompBio Course Projects Fall 2019
Explore cutting-edge computational biology projects at MIT, covering topics like epigenetics, protein structures, gene expression, machine learning in cancer research, and more.
Detailed Balanced Chemical Reaction Networks as Generalized Boltzmann Machines
Explore the intersection of chemical reaction networks and machine learning, focusing on detailed balanced systems and their relation to generalized Boltzmann machines.
The Laws of Life, Time and Chance
Explore the intersection of physics and biology, uncovering mathematical frameworks for understanding life, time, and probability. Discover how chance governs cellular behavior and impacts complex biological phenomena.
Meet Your Inner Microbial Zoo - Understanding the Human Microbiome
Explore the human microbiome's impact on health, development, and immunity. Learn about metagenomics, predictive modeling, and future clinical applications in this fascinating lecture on our inner microbial ecosystem.
The Principles of Collective Behavior
Explore the fascinating world of collective animal behavior, from insect swarms to human crowds. Discover how individual actions create complex group dynamics and problem-solving abilities in nature.
What is Lyfe? Towards a Biology of Context and Complexity
Exploring a multidimensional view of biology beyond genomics, emphasizing history, context, environment, and narrative to reframe our understanding of life and its complexities.
Mathematical Modelling in Biology - Neuronal Signalling
Explore Nobel Prize-winning neuronal signalling models, including Hodgkin-Huxley and Fitzhugh-Nagumo, to understand how neurons generate and propagate electrical signals vital for bodily communication.
Mutant Fixation in the Presence of a Natural Enemy and Other Stories
Explore a 30-minute conference talk on mutant fixation in the presence of a natural enemy and related topics. Delve into cutting-edge research presented by Natalia Komarova from the University of California, San Diego, as part of the Frontiers in Computa…
Moving Towards Genomically-Driven Interventions in Precision Radiation Oncology
Explore a 24-minute conference talk by Venkata Manem from Université Laval on genomically-driven interventions in precision radiation oncology. Delve into the latest advancements in computational and mathematical medicine as applied to cancer treatment.…
Tumor Growth Paradox
Explore the intriguing concept of the tumor growth paradox in this 1-hour 25-minute lecture presented by Dr. Thomas Hillen from the University of Alberta. Delve into the complex world of mathematical oncology as part of the Frontiers in Computational and…
Insights into B Cell and Antibody Kinetics Against SARS-CoV-2 Variants Using Mathematical Modelling
Explore the dynamics of B cell and antibody responses to SARS-CoV-2 variants through mathematical modeling in this 18-minute conference talk. Gain valuable insights as speaker Suzan Farhang-Sardroodi from the University of Toronto presents her research f…
The Site Frequency Spectrum in Growing Cancer Cell Populations
Explore a lecture on the site frequency spectrum in growing cancer cell populations, delivered by Jason Schweinsberg from the University of California, San Diego. Delve into the mathematical aspects of cancer evolution as part of the Fields Institute's T…
Computational Modeling of Blood Cancer Evolution and Patient Prognosis
Explore a 47-minute lecture on computational modeling techniques for blood cancer evolution and patient prognosis. Delve into cutting-edge research presented by Thomas Stiehl from RWTH Aachen University as part of the Fields Institute's Thematic Program…
Mutation Accumulation in Healthy Tissues
Explore a thought-provoking lecture on mutation accumulation in healthy tissues delivered by Weini Huang from Queen Mary University of London. Delve into the intricate processes of genetic changes occurring in seemingly healthy bodily tissues and their p…
Mathematical Modeling of Blood Cancer and Premalignancy
Explore a 33-minute lecture on mathematical modeling of blood cancer and premalignancy presented by Morten Andersen and Jordan Snyder from Roskilde University. Delivered on October 3, 2024, as part of the Ecology and Evolution of Cancer series and the Th…
Estimating Clonal Dynamics Using Coalescent Theory and Branching Processes
Explore a 39-minute lecture on estimating clonal dynamics through coalescent theory and branching processes, delivered by Kit Curtius from the University of California, San Diego. Delve into the intersection of mathematics and oncology as part of the Fie…