https://sudonull.com/pytorch-hooks-for-audio-from-llm-activations
Learn how to intercept Qwen activations via forward hooks and generate ambient. Monkey patching MusicGen for vision-to-audio. Code and details for middle/senior dev.
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https://sudonull.com/gpu-acceleration-of-the-game-of-life-cuda-triton-benchmarks
Comparison of PyTorch, CUDA, Triton for the cellular automaton "Game of Life" on A40. Results 22.5 ms, kernel code. Study optimizations for memory-bound tasks. Read the analysis.
https://sudonull.com/diffquant-sharpe-optimization-in-a-differentiable-simulator
Learn how DiffQuant optimizes Sharpe ratio directly through PyTorch graph taking costs into account. iTransformer, hybrid loss, mirror augmentation. Results on BTC: Sharpe +1.73 OOS. For ML engineers in trading.
https://sudonull.com/self-attention-and-multi-head-in-transformers
Breakdown of attention mechanisms: self-attention, cross-attention, multi-head with examples and PyTorch code. Theory, mathematics, practice for AI developers. Study scaled dot-product attention.
https://sudonull.com/ml-courses-2026-top-for-junior
Choose a machine learning course to start in IT. Comparison of 6 programs: prices, durations, Python/PyTorch skills, MLOps. Salaries from 130k rub. Start learning and enter the profession.
From the web
PyTorch
https://pytorch.org/
4 days ago · PyTorch Foundation is the deep learning community home for the open source PyTorch framework and ecosystem.
Get Started - PyTorch
https://pytorch.org/get-started/locally/
For the majority of PyTorch users, installing from a pre-built binary via a package manager will provide the best experience. However, there are times when you may want to install the bleeding edge …
GitHub - pytorch/pytorch: Tensors and Dynamic neural networks in …
https://github.com/pytorch/pytorch
PyTorch is a Python package that provides two high-level features: You can reuse your favorite Python packages such as NumPy, SciPy, and Cython to extend PyTorch when needed. Our trunk health …
PyTorch - GeeksforGeeks
https://www.geeksforgeeks.org/deep-learning/getting-started-with-pytorch/
Jun 9, 2026 · PyTorch is a Python-based deep learning library that runs on CPU by default and supports GPU acceleration using CUDA. It follows a define-by-run approach, creating dynamic computation …
PyTorch - Wikipedia
https://en.wikipedia.org/wiki/PyTorch
The successor to Torch, PyTorch provides a high-level API that builds upon optimised, low-level implementations of deep learning algorithms and architectures, such as the Transformer, or SGD. …
torch · PyPI
https://pypi.org/project/torch/
Jul 8, 2026 · PyTorch provides Tensors that can live either on the CPU or the GPU and accelerates the computation by a huge amount. We provide a wide variety of tensor routines to accelerate and fit …
Releases · pytorch/pytorch - GitHub
https://github.com/pytorch/pytorch/releases
If you use PyTorch from source, a known workaround is to rebuild PyTorch with CUDA 12.2 toolkit. Otherwise, you can try upgrading the CUDA driver on your system.
PyTorch Tutorial - GeeksforGeeks
https://www.geeksforgeeks.org/deep-learning/pytorch-tutorial-2/
Mar 2, 2026 · PyTorch is an open-source deep learning framework designed to simplify the process of building neural networks and machine learning models. With its dynamic computation graph, it allows …
Zero to Mastery Learn PyTorch for Deep Learning
https://www.learnpytorch.io/
This course: Teaches you PyTorch and many machine learning, deep learning and AI concepts in a hands-on, code-first way. If you already have 1-year+ experience in machine learning, this course …
Welcome to Python.org
https://www.python.org/
Python is a programming language that lets you work quickly and integrate systems more effectively. Learn More. Whether you're new to programming or an experienced developer, it's easy to learn and …
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