Cryo-Electron Microscopy Courses and Certifications

Institute for Pure & Applied Mathematics (IPAM)

Unbiasing Procedures for Scale-Invariant Multi-Reference Alignment - IPAM at UCLA

Explore unbiasing techniques for scale-invariant multi-reference alignment in signal processing, focusing on applications in cryo-electron microscopy and distribution learning from biased, sparse batches.

• YouTube
• 51 minutes
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

Detection of Objects in Cryo-Electron Micrographs Using Geometric Deep Learning

Explore geometric deep learning techniques for object detection and segmentation in cryo-electron micrographs, focusing on unsupervised methods and graph-based transformers for complex structures.

• YouTube
• 43 minutes
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

High Throughput, High Performance Algorithms for High Resolution Subtomogram Averaging

Explore high-performance algorithms for subtomogram averaging in cryo-electron microscopy, focusing on tools like TomoBEAR and SUSAN to enhance throughput and resolution in structural biology.

• YouTube
• 47 minutes
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

Spectral Decomposition of Atomic Structures in Heterogeneous Cryo-EM

Innovative approach to recover 3D atomic structures of flexible macromolecules from cryo-EM data, combining biological knowledge with spectral analysis to estimate conformational variations.

• YouTube
• 51 minutes
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

Inference Poses for Reconstruction of 3D Molecular Volumes from Cryo-EM Images

Explore innovative techniques for reconstructing 3D molecular structures from cryo-EM data, focusing on the cryoAI algorithm that combines machine learning and physics-based approaches for efficient processing of large datasets.

• YouTube
• 46 minutes
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

Molecular Structure Extrapolation to Zero Dose with CryoEM - IPAM at UCLA

Explore zero-dose extrapolation in cryoEM, enhancing structural detail and insights into radiation damage for improved molecular visualization and atomic model refinement.

• YouTube
• 43 minutes
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

Approaches for Exploring the Geometry of Molecular Conformations in Cryo-EM

Explore advanced techniques for analyzing molecular conformations in cryo-electron microscopy, focusing on emerging approaches for complex conformational heterogeneity and associated challenges.

• YouTube
• 43 minutes
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

Machine Learning for Determining Protein Structure and Dynamics from Cryo-EM Images

Explore machine learning techniques for analyzing cryo-EM images to determine protein structure and dynamics, focusing on the cryoDRGN algorithm and its applications in structural biology.

• YouTube
• 49 minutes
• On-Demand
• Free Online Course

Getting started in cryo-EM

270 ratings at Coursera

Explore cryo-electron microscopy fundamentals, from microscope anatomy to image processing workflows. Gain essential knowledge for cell biologists, molecular biologists, and aspiring cryo-EM practitioners.

• Coursera
• 21 hours
• On-Demand
• Free Online Course (Audit)

Getting Started in Cryo-EM

Comprehensive introduction to cryo-electron microscopy, covering theory, equipment, sample preparation, data collection, and analysis techniques for various biological imaging applications.

• YouTube
• 15 hours
• On-Demand
• Free Online Course

IEEE Signal Processing Society

Cryo-Electron Microscopy and Single Particle Analysis - Webinar 3

Explore cryo-electron microscopy for high-resolution imaging of biosamples, including principles, challenges, and advanced reconstruction techniques like CryoGAN for structural analysis.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Online Course

Institute for Pure & Applied Mathematics (IPAM)

Algorithms for Non-Local Filtering - Application Cryo-Electron and Biological Microscopy

Efficient algorithms for non-local filtering in microscopy, focusing on fast implementations of Non-Local Means Denoising and feature detection in biological images for improved image processing and analysis.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Online Course