Machine Learning & Simulation
Audience and activity
Counts come from the YouTube Data API and are refreshed regularly; medians are computed from the channel's last 30 videos.
What Machine Learning & Simulation makes
Topics machine learning, simulation, python, jax, numerical analysis, computational fluid dynamics, high-performance computing
Explaining topics of 🤖 Machine Learning & 🌊 Simulation with intuition, visualization and code. ------ Hey, welcome to my channel of explanatory videos for Machine Learning & Simulation. I cover topics from Probabilistic Machine Learning, High-Performance Computing, Continuum Mechanics, Numerical Analysis, Computational Fluid Dynamics, Automatic Differentiation and Adjoint Methods. Many videos include hands-on coding parts in Python, Julia, or C++. The videos also showcase the application of the topics in modern libraries like JAX, TensorFlow Probability, NumPy, SciPy, FEniCS, PETSc and many more. All material is also available on the GitHub Repo of the channel: https://github.com/Ceyron/machine-learning-and-simulation Enjoy :) And please leave feedback. If you liked the videos, feel free to support the channel on Patreon: https://www.patreon.com/MLsim If you want to make a one-time donation, you can do so via PayPal: https://paypal.me/FelixMKoehler
Features other people
Recent videos
| Title | Published | Views | Length |
|---|---|---|---|
| My PhD Oral Defense Presentation: From Numerical Simulators to Neural Emulators and Back | 2026-08-26 | 14.7K | 28 min |
| Neural-Hybrid Correctors with Solver-in-the-loop in JAX | 2026-08-04 | 481 | 21 min |
| Data Assimilation and Inverse Problems with Differentiable Solvers in JAX | 2026-08-04 | 395 | 26 min |
| Introduction to Exponax and JAX for Kolmogorov Flow | 2026-08-04 | 371 | 12 min |
| Hybridization of Neural Networks and Numerical Solvers in JAX with Differentiable Physics | 2026-08-04 | 1.2K | 82 min |
| Neural Emulator Superiority: A lightweight introduction | 2026-05-21 | 1.8K | 34 min |
| 2D & 3D KS Equation in JAX using Exponax | 2026-02-16 | 1.8K | 27 min |
| On Autoregressive Neural Emulators for PDEs | Talk @ IRMA Strasbourg | 2025-06-15 | 2.0K | 63 min |
| Transformer Neural Operator in JAX | 2025-06-09 | 2.7K | 108 min |
| Full Lyapunov Spectrum of Chaotic Lorenz System using JAX | 2025-04-04 | 2.2K | 22 min |
Contact Machine Learning & Simulation
Email none found in the channel description
Website github.com/Ceyron/machine-learning-and-simulation
Social patreon
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