Computational Biology Courses and Certifications

Algorithms in Computational Biology and Sequence Analysis

Master computational biology algorithms and data structures for analyzing genomic datasets, from sequence alignment to evolutionary tree construction, with hands-on programming using real biological data like SARS-CoV2.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

Lab-in-the-Loop De Novo Antibody Design - What Are We Missing From Machine Learning?

Explore lab-in-the-loop de novo antibody design, focusing on computational aspects. Discover generative modeling, computational oracles, and active learning in molecular systems research.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Fields Institute

A Peaceman-Rachford Splitting Method for the Protein Side-Chain Positioning Problem

Explore protein side-chain positioning through doubly nonnegative relaxation and Peaceman-Rachford splitting method, with insights on facial reduction and numerical experiments for optimal solutions.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Joint Mathematics Meetings

Biomedical Data Sharing and Analysis at Scale

Explore cutting-edge techniques for large-scale biomedical data sharing and analysis, addressing challenges and opportunities in this rapidly evolving field of computational biology and mathematics.

• YouTube
• 54 minutes
• On-Demand
• Free Video

Materials Research Society

De Novo Protein Design Using Deep Learning and Musical Representations

Explore innovative protein design using deep learning and musical representations, bridging materials science and artificial intelligence for groundbreaking bioengineering applications.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Paul G. Allen School

Kaemika App - Simulating Reaction Networks and Digital Protocols

Explore integrated descriptions for automated scientific processes, extracting models and protocols for analysis and execution using the Kaemika app across multiple platforms.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Paul G. Allen School

Data-Driven Understanding of Human Disease: From Machine Learning Methods to Biological Discoveries

Data-driven disease understanding: machine learning methods for genomic analysis, integrating model organism data with human studies to uncover disease mechanisms and genetic architecture.

• YouTube
• 59 minutes
• On-Demand
• Free Video

CNCF [Cloud Native Computing Foundation]

Kubernetes and AI in Cancer Diagnosis and Treatment

Explore how distributed Kubernetes clusters and AI revolutionize cancer diagnosis, combining computational biology with cloud computing for faster, more precise treatments.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Manolis Kellis

Regulatory Circuitry and Networks - Lecture 7

Explore regulatory circuitry and networks in biological systems, focusing on gene regulation mechanisms and their interconnected pathways.

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

Broad Institute

GRN-Guided Simulation of Single-Cell RNA-Seq and Primer on Causal GANs

Explore GRouNdGAN for simulating single-cell RNA-seq data and learn about CausalGANs for gene regulatory network analysis and in-silico perturbation experiments.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

Broad Institute

Beyond Cells: The Importance of Gene Programs and Tissue Context

Explore gene programs and tissue context beyond individual cells, uncovering novel insights into pressing biomedical questions through advanced machine learning techniques.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Broad Institute

High-Throughput In Silico Genetic Screen for 3D Genome Organization - Models, Inference and Algorithms

Explore cutting-edge approaches in 3D genome organization research, including in silico genetic screening and graph representation learning for analyzing multiscale chromatin structure.

• YouTube
• 1 hour 50 minutes
• On-Demand
• Free Video

Broad Institute

Learning Differentiation Dynamics from Lineage Tracing Datasets

Uncover robust computational approaches for inferring cell dynamics from single-cell transcriptomics integrated with lineage tracing, focusing on the CoSpar method and its applications in hematopoiesis and reprogramming.

• YouTube
• 54 minutes
• On-Demand
• Free Video

Broad Institute

Neural Optimal Transport for Inferring Single-Cell Responses to Perturbations

Explore neural optimal transport methods for predicting single-cell responses to perturbations, uncovering insights into molecular processes and treatment outcomes at unprecedented resolution.

• YouTube
• 1 hour 51 minutes
• On-Demand
• Free Video

Materials Cloud

Methods for Computational Biology and Drug Discovery

Explore fundamental computational methods in physics and chemistry, presented by their creators, with insights into their development and applications.

• YouTube
• 2 hours 29 minutes
• On-Demand
• Free Video