Scientific Machine Learning Courses and Certifications

Introduction to Scientific Machine Learning

Learn the basics of machine learning with hands-on practical examples on engineering applications.

• edX
• 16 weeks, 6-7 hours a week
• On-Demand
• Free Online Course (Audit)

Scientific Machine Learning - Where Physics-based Modeling Meets Data-driven Learning

Explore the synergy of physics-based modeling and data-driven learning in scientific machine learning, addressing complex challenges in science, engineering, and medicine with interpretable and scalable solutions.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

The Julia Programming Language

Scientific Machine Learning: Opportunities and Challenges - Keynote

Explore Scientific Machine Learning: combining physics-based models with ML for complex phenomena, addressing challenges in computational science, and revolutionizing fields like rocket engine combustion analysis.

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

AAAS Annual Meeting

AI for Science - Expo Stage Talk - AAAS Annual Meeting

Explore the impact of deep learning on scientific research, from cryoelectron microscopy to AlphaFold, and discover how AI is revolutionizing various scientific disciplines.

• YouTube
• 25 minutes
• On-Demand
• Conference Talk

Alan Turing Institute

Leveraging Physics-Induced Bias in Scientific Machine Learning for Computational Mechanics

Explore physics-induced bias in scientific machine learning for computational mechanics, focusing on physics-informed, structure-preserved learning for irregular geometries.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Alan Turing Institute

Generalizing Scientific Machine Learning and Differentiable Simulation Beyond Continuous Models

Explore advanced scientific machine learning, extending differentiable simulation to complex models like jump diffusions and agent-based systems, addressing challenges in implementation and numerical stability.

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

The Julia Programming Language

Scientific Machine Learning Using Functional Mock-Up Units - JuliaCon 2024

Hands-on workshop integrating physical system knowledge into machine learning using Functional Mock-Up Units. Explore hybrid modeling with a robotic arm case study, combining simulation and neural networks.

• YouTube
• 3 hours 3 minutes
• On-Demand
• Free Video

The Julia Programming Language

State of Julia's SciML Ecosystem - Current Status and Future Directions

Comprehensive overview of Julia's SciML ecosystem, highlighting maturity levels of various packages, current development focus, and future directions in scientific machine learning and differential equations.

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

The Julia Programming Language

ProcessSimulator.jl - A Differentiable Chemical Process Simulator

Differentiable chemical process simulator leveraging symbolic transformations and automatic differentiation for robust flowsheeting, thermodynamic property calculations, and system-level optimization in Julia.

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

The Julia Programming Language

Interpretable Hierarchical Calibration of Agent-Based Models

Explore scientific machine learning's fusion of traditional modeling and ML, focusing on neural network surrogates for agent-based models in epidemiology and automated hierarchical calibration.

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

VinAI

Model-Constrained Deep Learning Approaches for Scientific Machine Learning

Explora enfoques de aprendizaje profundo restringidos por modelos, combinando computación científica y aprendizaje automático para desarrollar modelos híbridos basados en datos con conocimientos previos y extrapolabilidad mejorada.

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

MICDE University of Michigan

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

Explore neural scaling laws and their application to scientific foundation models, focusing on fitting techniques and practical implementation strategies.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video