📚 Online Courses & Tutorials
Free
Fast.ai Practical Deep Learning
Top-down approach to deep learning with practical applications
Start Course📖 Essential Books
📘
Deep Learning
The comprehensive textbook on deep learning fundamentals and advanced topics. Available free online.
Read Online
📗
Pattern Recognition and Machine Learning
Comprehensive introduction to pattern recognition and machine learning techniques.
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📙
The Elements of Statistical Learning
Statistical learning methods with applications in data mining, inference, and prediction.
Download PDF
📕
Hands-On Machine Learning
Practical guide to building ML systems with Scikit-Learn, Keras, and TensorFlow.
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🛠️ Development Tools & Frameworks
| Tool/Framework | Category | Description | Link |
|---|---|---|---|
| PyTorch | Deep Learning | Research-friendly deep learning framework | Visit → |
| TensorFlow | Deep Learning | Production-ready ML framework by Google | Visit → |
| Hugging Face | NLP/GenAI | Pre-trained models and transformers library | Visit → |
| LangChain | LLM Apps | Framework for building LLM applications | Visit → |
| Weights & Biases | MLOps | Experiment tracking and model monitoring | Visit → |
| MLflow | MLOps | Open source platform for ML lifecycle | Visit → |
| Jupyter | Development | Interactive notebooks for data science | Visit → |
| Google Colab | Cloud GPU | Free cloud-based Jupyter notebooks with GPU | Visit → |