Search Articles — Sudonull

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.

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.

Jul 23, 2026 ·

https://pytorch.org/

Jul 23, 2026 · PyTorch Foundation is the deep learning community home for the open source PyTorch framework and ecosystem.

Jul 10, 2026 ·

https://pytorch.ac.cn/

Jul 10, 2026 · 加入 Py Tor ch 基金会 作为 Py Tor ch 基金会的成员，您将获得相关资源，从而能够参与维护稳定、安全且持久的代码库。 您可以协作开展培训、本地和区域活动、开源开发者工具、学术研究，并提供指导，帮助新用户和贡献者获得富有成效的体验。

Searches related to pytorch

https://docs.pytorch.org/tutorials/index.html

Learn the Basics Familiarize yourself with PyTorch concepts and modules. Learn how to load data, build deep neural networks, train and save your models in this quickstart guide. Get started with PyTorch