MICDE University of Michigan Courses

Introduction to Chemical Data - Tutorial 2

Explore chemical data analysis techniques and tools for effective interpretation and visualization of complex datasets.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Neural Scaling Laws - Fitting Scaling Laws for Scientific Foundation Models - Tutorial 3

Explore neural scaling laws and learn techniques for fitting scaling laws to scientific foundation models in this advanced tutorial.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Protein Design Workflows Employing Reinforcement Learning and Preference Optimization - Tutorial 4

Explore protein design workflows using reinforcement learning and preference optimization techniques for advanced molecular engineering.

• YouTube
• 1 hour 24 minutes
• Self-Paced
• Free Video

Diffusion Models for Solving Forward and Inverse Problems in PDEs - Tutorial 3

Explore diffusion models for solving forward and inverse problems in partial differential equations with expert Tony Zhuang.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

AI Agents for Autonomous Labs - Tutorial 4

Explore AI agents for autonomous labs, focusing on their applications and potential in scientific research and experimentation.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Introduction to Tokenizing Scientific Data - Omics - Tutorial 2

Explore tokenization techniques for scientific data in omics, focusing on applications in genomics and bioinformatics.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

Retrieval Augmented Generation (RAG) - Tutorial 4

Explore Retrieval Augmented Generation (RAG) techniques to enhance AI models' knowledge and responses using external data sources, improving accuracy and relevance in various applications.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Poseidon: Efficient Foundation Models for PDEs - Tutorial 1

Explore efficient foundation models for PDEs with Poseidon, focusing on innovative techniques and applications in computational science.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Neural Operators Tutorial - Part 3

Learn about neural operators, their applications in scientific computing, and how they can solve complex partial differential equations efficiently.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

Introduction to Tokenizing Scientific Data - Byte Pair Encoding Tokenization

Explore byte pair encoding tokenization for scientific data, learning its principles and applications in natural language processing and machine learning.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

Aurora: A Foundation Model of the Atmosphere - Tutorial 1

Explore Aurora, a groundbreaking foundation model for atmospheric science, and learn its applications in climate modeling and weather prediction.

• YouTube
• 2 hours 4 minutes
• Self-Paced
• Free Video

Tutorial on Vision Transformers - Tutorial 3

Explore Vision Transformers' architecture, applications, and impact on computer vision tasks through expert insights and practical examples.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

GenSLM - Infrastructure and Downstream Utilization - Tutorial 3

Explore GenSLM infrastructure and downstream applications for advanced language modeling techniques in this comprehensive tutorial.

• YouTube
• 55 minutes
• Self-Paced
• Free Video

Introduction to Tokenizing Scientific Data - Training Tokenizers - Tutorial 2

Learn to train tokenizers for scientific data, exploring techniques and best practices for effective tokenization in research contexts.

• YouTube
• 35 minutes
• Self-Paced
• Free Video

Groq Tutorial - Part 5

Explore Groq's innovative AI hardware and software solutions for accelerating machine learning workloads and enhancing computational efficiency.

• YouTube
• 30 minutes
• Self-Paced
• Free Video