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

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

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

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

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

Fields Institute

Agent-Based Modeling of Cancer Cell Migration in Response to Tumor Microenvironmental Signals

Explore computational modeling techniques for simulating cancer cell migration and interactions within tumor microenvironments, enhancing understanding of disease progression.

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

Fields Institute

Computational Modeling of Tumor Microenvironment: A Cancer Hallmarks Perspective

Explore computational modeling of tumor microenvironments through cancer hallmarks, gaining insights into advanced oncology research techniques and their applications.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Manolis Kellis

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

International Centre for Theoretical Sciences

Advances in Predictive Models for Single-cell and Regulatory Genomics

Explore cutting-edge predictive models for single-cell and regulatory genomics, enhancing understanding of cancer progression and potential treatment approaches.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

From Genomes to Life: Computing Cell Phenotypes Using Biochemical Network Reconstruction

Explore computational approaches to predict cell phenotypes from genomic data using biochemical network reconstruction, advancing our understanding of cellular behavior and disease mechanisms.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Tumor Phylogeny Inference from Single-cell Datasets - Lecture 2

Explore tumor evolution through single-cell data analysis. Learn advanced techniques for inferring phylogenetic relationships and understanding cancer progression at the cellular level.

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

International Centre for Theoretical Sciences

Computational Cancer Biology: An Expedition Towards Precision Oncology

Explore computational approaches in cancer research, from mathematical modeling to machine learning, aimed at understanding disease progression and developing precision treatments.

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