Recommended Resources
Computing Infrastructure
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BWUniCluster 2.0
High-performance computing resource for research in Baden-Württemberg
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Google Colab
Hosted Jupyter notebook environment with GPU/TPU access
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Language Models
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LangChain
Framework for integrating LLMs with external tools and data
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Ollama
Runs and manages large language models locally
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OpenWebUI
Web-based UI for local LLM interaction
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Machine Learning Libraries
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Adversarial Robustness Toolbox (ART)
Tools for adversarial attack/defense
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Optuna
Hyperparameter optimization framework
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PyGAD
Clear genetic algorithm implementations
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PyTorch Lightning
PyTorch wrapper to simplify training and improve efficiency
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PyTorch
Popular ML framework with intuitive interface.
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Platforms
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Hugging Face
Repository of pre-trained models and datasets
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Kaggle
Platform for data competitions and datasets
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Papers with Code
state-of-the-art methods, benchmarks, and implementations
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Visualization
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Matplotlib
Libraries for static, animated, and interactive plots
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Netron
DNN architecture viewer
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