TensorFlow Archives

Motion Detection with Path Tracking

Posted on April 11, 2022 by Sandeep Kumar

Motion detection in video footage has always been an interesting topic among the Machine Learning enthusiasts. It has many purposes. Motion detection can be used for automatic video analysis in video surveillance systems. It can be used to capture movements on a wildlife camera. Another application ...

Computer Vision, Deep Learning, TensorFlow

Implement Non-linear Independent Components Estimation with Tensorflow

Posted on June 1, 2021 by Sandeep Kumar

Non-linear Independent Components Estimation is a normalizing flow-based generative model which is used to learn the probability distribution of the real samples and then generate the new sample data. This algorithm can be categorized as generative models as GAN and VAE but using a different approac...

Deep Learning, Machine Learning, TensorFlow

How to Program Generative Adversarial Network with Tensorflow 2.0

Posted on April 27, 2021 by Sandeep Kumar

This guide is a hands-on tutorial to program a generative adversarial network with TensorFlow 2.0 to generate new data using the past data. We need to train two networks, Generator, and Discriminator, using alternative approach where for each batch, we train the discriminator first such that it iden...

Deep Learning, Machine Learning, TensorFlow, Uncategorized

Step-by-Step Guide to Build CNN Model with Tensorflow

Posted on April 24, 2021 by Sandeep Kumar

This tutorial is a step-by-step guide to create, train and evaluate a CNN Model with TensorFlow. Mainly there are 3 approaches to define a convolutional neural network with TensorFlow. The best way to become comfortable to define a CNN at the end of this post is to try each step yourself while going...

TensorFlow

Build an Image Dataset in TensorFlow

Posted on September 30, 2020 by Sandeep Kumar

This guide is a hands-on tutorial to build an image dataset for deep learning in TensorFlow. You’ll be familiar with all possible ways to accomplish this task in TensorFlow Using ImageDataGenerator This is the most easiest way to prepare an image dataset. You just need to specify the dataset f...

Machine Learning, TensorFlow

Solving Regression Problems Using Neural Network

Posted on February 5, 2020 by Sandeep Kumar

This tutorial explains solving regression problems using a neural network approach instead of using Supervised Machine Learning Algorithm. You’ll be able to solve simple regression problems at the end of this tutorial. We’ll use Jupyter Notebook to write the code and TensorFlow as our ma...

Machine Learning, TensorFlow

Understanding TensorFlow Architecture

Posted on February 3, 2020 by Sandeep Kumar

This Guide gives you an overview of TensorFlow architecture which helps you in TensorFlow programming and think of what’s going on under the hood. You must have a solid understanding of its architecture to write high computational algorithms using the TensorFlow framework. What is TensorFlow T...