TensorFlow
TensorFlow is an end-to-end open-source machine learning platform developed by Google. It provides comprehensive tools for building and deploying ML models, with strong production support.
Key Concepts
- Computational graphs
- Keras high-level API
- tf.data for pipelines
- SavedModel format
- TensorFlow Serving
Common Use Cases
- Production ML systems
- Large-scale distributed training
- Mobile/Edge deployment (TFLite)
- Computer vision
- NLP with Transformers
Best Practices
- Use Keras for rapid prototyping
- Implement data pipelines with tf.data
- Use TensorBoard for monitoring
- Profile with tf.profiler
- Use TFX for MLOps
Resources
- TensorFlow.org: tensorflow.org/tutorials
- Related Skills: machine-learning, keras, mlops