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:
This article provides an overview of neural networks for complete beginners in deep learning.
Training Neural Networks for Beginners
In this article, we cover the basics of training neural networks for beginners for an image classification problem.
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…
Convolutional Neural Network (CNN): A Complete Guide
This article discusses the working of Convolutional Neural Networks on depth for image classification along with diving deeper into the…
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 article, we use ImageNet pre-trained CNN models for image classification tasks.
In this article, we explore the technique of fine-tuning pretrained models on custom datasets.
This article explores the process of image segmentation using Tensorflow Hub. These images have been pre-trained on large semantic segmentation…
In this post, we will learn how to perform object detection with TensorFlow Hub pre-trained models. TensorFlow Hub is a…