MICDE University of Michigan Courses

Scientific Feasibility (ScFy)

Explore scientific feasibility with Erica Briscoe, delving into the concept of ScFy and its applications in research and innovation.

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

Robot Scientist - Exploring Artificial Intelligence in Research

Explore cutting-edge research in robotics and artificial intelligence with insights from a leading expert in the field.

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

Foundation Models for Science

Explore foundation models' potential in scientific research, focusing on their applications and impact on various scientific disciplines.

• YouTube
• 1 hour 45 minutes
• Self-Paced
• Free Video

GENIE: Generative Foundation Models for Automated Climate Science

Explore generative foundation models for automated climate science with Rose Yu's GENIE project, advancing AI applications in environmental research.

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

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