Machine Learning Frameworks
TensorFlow
Google's open-source library for numerical computation and ML
PyTorch
Facebook's research-focused ML library with dynamic computation
Natural Language Processing
Hugging Face
Transformers library for state-of-the-art NLP models
Computer Vision
Deployment & Production
Framework Comparison
| Framework | Best For | Learning Curve | Production Ready |
|---|---|---|---|
| TensorFlow | Large-scale deployments | Steep | Excellent |
| PyTorch | Research & prototyping | Moderate | Good |
| Scikit-learn | Traditional ML | Gentle | Good |
| Hugging Face | NLP applications | Moderate | Excellent |