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

image prediction with WebAPI and VGG16

starting the server Uvicorn

querying for a prediction giving a mug picture

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

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

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

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