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Tensorflow Keras deep learning samples

Python library and PyCharm project that includes deep learning samples and neural networks visualization tools:

  • single fully connected layer
  • deep neural network with perceptron
  • image classification with VGG16
  • neural network model visualization
  • Web Api that serves application features

Screenshots

a deep NN view

Deep NN draw

image prediction with WebAPI and VGG16

starting the server Uvicorn

server logs

querying for a prediction giving a mug picture

mug picture

gives a very good result: probability to be a coffee mug > 98%

mug prediction

querying for a prediction giving a car picture "talbot samba"

car picture

is very less accurate: probability to be a 'minibus' > 81% ;)

car prediction

Dependencies

  • python 3.9.9
  • tensorflow 2.7.0
  • keras 2.7.0
  • matplotlib 3.5.1
  • shap 0.40.0
  • pydot 1.4.2
  • graphviz
  • fastapi 0.72.0
  • uvicorn[standard] 0.17