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TensorFlow & Keras · Module 10 of 10

Projects with TensorFlow

Apply TensorFlow to complete projects.

📖 Key ideas

  1. Project: crop disease classifier with transfer learning.
  2. Project: sentiment classifier for product reviews.
  3. Project: digit recogniser deployed with TensorFlow.js.
  4. Document data, model, metrics and limitations.
  5. Share on GitHub with a demo (Streamlit/Gradio/Hugging Face Spaces).
💡 Real-life example: A project is the full journey: from collecting seeds (data) to selling the harvest (demo).
Model cardDocument describing a model
Hugging Face SpacesFree demo hosting
BaselineSimple first model for comparison
Error analysisStudying wrong predictions