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Improve Pytorch Lightning skill

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Timothy Kassis
2025-10-21 10:19:15 -07:00
parent aacc29a778
commit 1a9149b089
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docs/scientific-packages.md
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## Machine Learning & Deep Learning
- **PyMC** - Bayesian statistical modeling and probabilistic programming
- **PyMOO** - Multi-objective optimization with evolutionary algorithms
- **PyTorch Lightning** - Structured PyTorch training with automatic optimization
- **PyTorch Lightning** - Deep learning framework that organizes PyTorch code to eliminate boilerplate while maintaining full flexibility. Automates training workflows (40+ tasks including epoch/batch iteration, optimizer steps, gradient management, checkpointing), supports multi-GPU/TPU training with DDP/FSDP/DeepSpeed strategies, includes LightningModule for model organization, Trainer for automation, LightningDataModule for data pipelines, callbacks for extensibility, and integrations with TensorBoard, Wandb, MLflow for experiment tracking
- **scikit-learn** - Machine learning algorithms, preprocessing, and model selection
- **statsmodels** - Statistical modeling and econometrics (OLS, GLM, logit/probit, ARIMA, time series forecasting, hypothesis testing, diagnostics)
- **Torch Geometric** - Graph Neural Networks for molecular and geometric data