Getting Started with Keras & Tensorflow

At Learnopencv.com, we have adopted a mission of spreading awareness and educating a global workforce in Artificial Intelligence. Taking a step further in that direction, we have started creating tutorials for getting started in Deep Learning with Keras. We hope that this will be helpful for people who want to get started in Deep Learning
Keras for Beginners
We have created a series of tutorials for absolute beginners to get started with Keras and TensorFlow. There are lots of tutorials on the Keras website and we have tried to write these tutorials in such a way that there is minimum overlap with those tutorials.
Here is a list of tutorials in this series:
In this post, we’re going to provide a 30,000-Foot view of neural networks that’s aimed at absolute beginners who are…
Training Neural Networks for Beginners
In this post, we cover the essential elements required for training Neural Networks for an image classification problem. We will…
Tensorflow & Keras Tutorial: Linear Regression
Before studying deep neural networks, we will cover the fundamental components of a simple (linear) neural network. We’ll begin with…
Understanding Feedforward Neural Networks
In this article, we will learn about feedforward Neural Networks, also known as Deep feedforward Networks or Multi-layer Perceptrons. They…
Implementing an MLP in TensorFlow & Keras
In this post, we will introduce several new concepts associated with the general problem of classification involving more than two…
Understanding Convolutional Neural Networks (CNNs): A Complete Guide
In this post, we will learn about Convolutional Neural Networks (CNN) in the context of an image classification problem. We…
Implementing a CNN in TensorFlow & Keras
In this post, we’ll learn how to implement a Convolutional Neural Network (CNN) from scratch using Keras. Here, we show…
In this post, we will learn how to use pre-trained models to perform image classification. We have already seen how…
In the previous post in this series, we showed how to use pre-trained models in Keras to perform image classification.…