skills/claude-scientific-skills
1
0
Fork 0
mirror of https://github.com/K-Dense-AI/claude-scientific-skills.git synced 2026-03-28 07:33:45 +08:00
Code Issues Packages Projects Releases Wiki Activity

Fix descriptions to adhere to character limits

Browse Source
This commit is contained in:
Timothy Kassis
2025-10-21 09:33:30 -07:00
parent 163d6b9d6b
commit 32109101d0
83 changed files with 83 additions and 83 deletions
Download Patch File Download Diff File Expand all files Collapse all files

2
scientific-packages/pytorch-lightning/SKILL.md
View File

@@ -1,6 +1,6 @@
---
name: pytorch-lightning
description: "PyTorch Lightning deep learning framework skill for organizing PyTorch code and automating training workflows. Use this skill for: creating LightningModules with training_step/validation_step hooks, implementing DataModules for data loading and preprocessing, configuring Trainer with accelerators/devices/strategies, setting up distributed training (DDP/FSDP/DeepSpeed), implementing callbacks (ModelCheckpoint/EarlyStopping), configuring loggers (TensorBoard/WandB/MLflow), converting PyTorch code to Lightning format, optimizing performance with mixed precision/gradient accumulation, debugging with fast_dev_run/overfit_batches, checkpointing and resuming training, hyperparameter tuning with Tuner, handling multi-GPU/multi-node training, memory optimization for large models, experiment tracking and reproducibility, custom training loops, validation/testing workflows, prediction pipelines, and production deployment. Includes templates, API references, distributed training guides, and best practices for efficient deep learning development."
description: "PyTorch training framework. LightningModule, Trainer, distributed training (DDP/FSDP), callbacks, loggers (TensorBoard/WandB), mixed precision, for organized deep learning workflows."
---
# PyTorch Lightning