PyTorch gradients are off by default, so enable them when needed.

#pytorch #deeplearning #gradients

It's vexing to have wasted ~2h trying to kludge abogen+kokoro into running on an 2018 Intel Mac - BECAUSE #PYTORCH IS EOL ON THAT PLATFORM - so I install Docker and build the same code for Linux with pytorch latest, and it works; like WHAT'S THE BLOODY POINT OF THE EOL?
It's vexing to have wasted ~2h trying to kludge abogen+kokoro into running on an 2018 Intel Mac - BECAUSE #PYTORCH IS EOL ON THAT PLATFORM - so I install Docker and build the same code for Linux with pytorch latest, and it works; like WHAT'S THE BLOODY POINT OF THE EOL?

AI "Killed" by the Linux OOM-Killer? 🛑 Stop the silent assassination.

The 2-min protocol to fix AI crashes:
✅ Strict Mode: vm.overcommit_memory = 2
✅ Full Alloc: vm.overcommit_ratio = 100
✅ Docker Shield: --oom-kill-disable

Stop Cloud "Memory Ballooning." Get 100% Dedicated RAM on #ServerMO Bare Metal. 🏢⚡

Read the full protocol:
🔗 https://www.servermo.com/howto/stop-linux-oom-killer-ai-crash/

#AI #Linux #PyTorch #DevOps #BareMetal #SysAdmin #MachineLearning #OOMKiller #SelfHosted

PyTorch often replaces NumPy, keeping autograd graphs for models.

#pytorch #numpy #deeplearning

Ever since I bought my #AI mini #workstation from HP, my goal was to run hardware accelerated #ArtificialIntelligence workloads in a #Linux environment. Read more to learn how things turned out on #Ubuntu and @fedora !

https://peter.czanik.hu/posts/new-toy-first-steps-with-ai-on-linux/

#AMD #ROCm #llama #pytorch

My new toy: first steps with AI on Linux

Ever since I bought my AI mini workstation from HP, my goal was to run hardware accelerated artificial intelligence workloads in a Linux environment. Read more to learn how things turned out on Ubuntu and Fedora! I have been using various AI tools for a while now. Generating pictures about some impossible situations, like a dinosaur climbing the Hungarian parliament building, finding information where a simple web search is useless, or explaining syslog-ng code to me.

Old tutorials have bugs; save full checkpoints to resume training.

#pytorch #deeplearning #ml

In PyTorch, model.train sets mode, it does not train weights.

#pytorch #deeplearning #training

PyTorch tutorial missed plt.show(), our fifth bug so far found.

#pytorch #bugs #tutorials

Разнообразие нейронных сетей: Обзор основных задач

В этой статье вы увидите, как нейросети решают совершенно разные задачи. Мы создадим свои собственные нейросети на PyTorch и протестируем их на реальных данных: - Распознавание одежды по черно-белым картинкам - Анализ тональности текста - Классификация растений по их характеристикам

https://habr.com/ru/articles/883186/

#python #data_science #neural_network #искусственный_интеллект #машинное_обучение #pytorch #machine_learning

Разнообразие нейронных сетей: Обзор основных задач

Введение В современном мире данные становятся всё более сложными, а нейронные сети предлагают мощные и гибкие инструменты для работы с ними. Эта статья посвящена обзору ключевых задач, в которых...

Хабр