Tensorflow tutorial
A quick complete tutorial to save and restore Tensorflow models
In this Tensorflow tutorial, I shall explain: How does a Tensorflow model look like? How to save a Tensorflow model? How to restore a Tensorflow model for prediction/transfer learning? How to work with imported pretrained models for fine-tuning and modification This tutorial assumes that you have some idea about training a neural network. Otherwise, please […]
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Image Segmentation using deconvolution layer in Tensorflow
In this series of post, we shall learn the algorithm for image segmentation and implementation of the same using Tensorflow. This is the first part of the series where we shall focus on understanding and be implementing a deconvolutional/fractional-strided-convolutional layer in Tensorflow. Why is deconvolutional layer so important? Image segmentation is just one of […]
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Keras tutorial: Practical guide from getting started to developing complex deep neural network
Keras is a high-level python API which can be used to quickly build and train neural networks using either Tensorflow or Theano as back-end. This tutorial assumes that you are slightly familiar convolutional neural networks. You can follow the first part of convolutional neural network tutorial to learn more about them. In this quick tutorial, we shall […]
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Quick complete Tensorflow tutorial to understand and run Alexnet, VGG, Inceptionv3, Resnet and squeezeNet networks
This Tensorflow tutorial for convolutional neural networks has three parts: 1. We shall look at some of the most successful convolutional neural network architectures like Inception, AlexNet, Resnet etc. 2. In the second part, we shall take a quick tutorial of a popular high-level and light-weight Tensorflow library called TensorFlow-Slim(TF-Slim). 3. Finally, using TF-Slim, we […]
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A quick complete tutorial to save and restore Tensorflow models
Update: This popular article shows how to save and restore models in Tensorflow 1.x. If you want to learn the same with Tensorflow2.x, please go to this article that explains how to save and restore Tensorflow 2.x models. In this Tensorflow tutorial, I shall explain: How does a Tensorflow model look like? How to save […]
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