tf-lenet.readthedocs.io - A Gentle Intro to TensorFlow for Theano Users — Lenet in TensorFlow

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Welcome to the Lenet tutorial using TensorFlow. From being a long time user of Theano , migrating to TensorFlow is not that easy. Recently, tensorflow is showing strong performance leading to many defecting from theano to tensorflow. I am one such defector. This repository contains an implementation Lenet, the hello world of deep CNNs and is my first exploratory experimentation with TensorFlow. It is a typical Lenet-5 network trained to classify MNIST dataset. This is a simple implementation similar to that

While this is most useful for theano to tensorflow migrants, this will also be useful for those who are new to CNNs. There are small notes and materials explaining the theory and math behind the working of CNNs and layers. While these are in no way comprehensive, these might help those that are unfamiliar with CNNs but want to simply learn tensorflow and would rather not spend time on a semester long course.

The theoretical material in this tutorial are adapted from a forthcoming book chapter on Feature Learning for Images

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