채널 상세

Machine Learning & Simulation

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

3.4만
구독자
211
영상
최근 영상
Neural Emulator Superiority: A lightweight introduction
Neural Emulator Superiority: A lightweight introduction
조회 1.5K 좋아요 58 4개월 전
2D & 3D KS Equation in JAX using Exponax
2D & 3D KS Equation in JAX using Exponax
조회 1.6K 좋아요 74 7개월 전
On Autoregressive Neural Emulators for PDEs | Talk @ IRMA Strasbourg
On Autoregressive Neural Emulators for PDEs | Talk @ IRMA Strasbourg
조회 1.9K 좋아요 74 1년 전
Transformer Neural Operator in JAX
Transformer Neural Operator in JAX
조회 2.4K 좋아요 92 1년 전
Full Lyapunov Spectrum of Chaotic Lorenz System using JAX
Full Lyapunov Spectrum of Chaotic Lorenz System using JAX
조회 2.0K 좋아요 74 1년 전
Podcast with @JousefM | My Channel & Research, Autodiff, Physics & Deep Learning, Education...
Podcast with @JousefM | My Channel & Research, Autodiff, Physics & Deep Learning, Education...
조회 1.2K 좋아요 0 1년 전
APEBench Talk @ Pasteur Labs Journal Club
APEBench Talk @ Pasteur Labs Journal Club
조회 1.1K 좋아요 46 1년 전
APEBench Quickstart
APEBench Quickstart
조회 930 좋아요 29 1년 전
Largest Lyapunov Exponent using Autodiff in JAX/Python
Largest Lyapunov Exponent using Autodiff in JAX/Python
조회 2.0K 좋아요 78 1년 전
Lyapunov Exponent in NumPy
Lyapunov Exponent in NumPy
조회 3.6K 좋아요 138 1년 전
Autoregressive Neural Emulator for Lorenz in JAX
Autoregressive Neural Emulator for Lorenz in JAX
조회 2.1K 좋아요 78 1년 전
Parallel Lorenz Simulation in JAX
Parallel Lorenz Simulation in JAX
조회 2.4K 좋아요 97 2년 전
Lorenz Map in NumPy
Lorenz Map in NumPy
조회 1.0K 좋아요 41 2년 전
Lorenz Simulator in NumPy
Lorenz Simulator in NumPy
조회 2.4K 좋아요 118 2년 전
Autoregressive ResNet for Kuramoto-Sivashinsky (KS) in JAX
Autoregressive ResNet for Kuramoto-Sivashinsky (KS) in JAX
조회 2.1K 좋아요 81 2년 전
Autodiff and Adjoints for Differentiable Physics
Autodiff and Adjoints for Differentiable Physics
조회 5.6K 좋아요 210 2년 전
Reverse Mode Autodiff in Python (general compute graph)
Reverse Mode Autodiff in Python (general compute graph)
조회 2.0K 좋아요 93 2년 전
Unrolled vs. Implicit Autodiff
Unrolled vs. Implicit Autodiff
조회 1.6K 좋아요 40 2년 전
Unrolled Autodiff of iterative Algorithms
Unrolled Autodiff of iterative Algorithms
조회 2.1K 좋아요 84 2년 전
UNet Tutorial in JAX
UNet Tutorial in JAX
조회 2.6K 좋아요 74 2년 전
DeepONet Tutorial in JAX
DeepONet Tutorial in JAX
조회 7.0K 좋아요 196 2년 전
Spectral Derivative in 3d using NumPy and the RFFT
Spectral Derivative in 3d using NumPy and the RFFT
조회 1.7K 좋아요 52 2년 전
NumPy.fft.rfft2 - real-valued spectral derivatives in 2D
NumPy.fft.rfft2 - real-valued spectral derivatives in 2D
조회 948 좋아요 32 2년 전
2D Spectral Derivatives with NumPy.FFT
2D Spectral Derivatives with NumPy.FFT
조회 1.9K 좋아요 55 2년 전
Softmax - Pullback/vJp rule
Softmax - Pullback/vJp rule
조회 575 좋아요 21 2년 전
Softmax - Pushforward/Jvp rule
Softmax - Pushforward/Jvp rule
조회 537 좋아요 18 2년 전
Fourier Neural Operators (FNO) in JAX
Fourier Neural Operators (FNO) in JAX
조회 1.8만 좋아요 411 2년 전
Custom Rollout transformation in JAX (using scan)
Custom Rollout transformation in JAX (using scan)
조회 875 좋아요 23 2년 전
JAX.lax.scan tutorial (for autoregressive rollout)
JAX.lax.scan tutorial (for autoregressive rollout)
조회 3.6K 좋아요 107 2년 전
Upgrade the KS solver in JAX to 2nd order
Upgrade the KS solver in JAX to 2nd order
조회 1.1K 좋아요 31 2년 전
보기 방식
채널검색