I am looking for a good reference implementation (code) of 2D CNN (convolution neural network) using simple math operations instead of framework's high level tensor operation. This is for inference only. Many open source code implementations out are quite complex and utilize high level operations.
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https://towardsdatascience.com/convolutional-neural-networks-from-the-ground-up-c67bb41454e1
https://datascience-enthusiast.com/DL/Convolution_model_Step_by_Stepv2.html
https://towardsdatascience.com/a-guide-to-convolutional-neural-networks-from-scratch-f1e3bfc3e2de