There are two major communication protocols: TCP and UDP. These protocols are used to transport data between the client and the server. In one of my previous posts, we have implemented: TCP Client-Server Implementation in C In this tutorial, we are going to build a simple UDP client-server program in Continue Reading
Custom Layer in TensorFlow using Keras API
The majority of the people interested in deep learning must have used the TensorFlow library. It is the most popular and widely used deep learning framework. We have used the different layers provided by the tf.keras API to build different types of deep neural networks. But, there are many times Continue Reading
VGG16 UNET Implementation in TensorFlow
In this article, we are going to implement the most widely used image segmentation architecture called UNET. We are going to replace the UNET encoder with the VGG16 implementation from the TensorFlow library. The UNET encoder would learn the features from scratch, while the VGG16 is already trained on the Continue Reading
Squeeze and Excitation Implementation in TensorFlow and PyTorch
The Squeeze and Excitation network is a channel-wise attention mechanism that is used to improve the overall performance of the network. In today’s article, we are going to implement the Squeeze and Excitation module in TensorFlow and PyTorch. What is Squeeze and Excitation Network? The squeeze and excitation attention mechanism Continue Reading
Semi-supervised Learning – Fundamentals of Deep Learning
Semi-supervised learning is a type of machine learning where we use a combination of a large amount of unlabelled data and a small amount of labelled data to train the model. It is a hybrid approach between supervised learning and unsupervised learning. The basic difference between the two is that Continue Reading
File Transfer using TCP Socket in Python3
In today’s tutorial, we are going to learn to do file transfer using a TCP socket in the python3 programming language. This is the most basic file transfer program that we can do using a client-server architecture. Here, we are going to do the build a client and a server Continue Reading
Squeeze and Excitation Networks
Convolutional Neural Network (CNN) has been most widely used in the field of computer vision and visual perception to solve multiple tasks such as image classification, semantic segmentation and many more. However, there is a need for approaches that can further improve its performance. One such approach is to add Continue Reading
What is Residual Network or ResNet?
Deep neural networks have become popular due to their high performance in real-world applications, such as image classification, speech recognition, machine translation and many more. Over time deep neural networks are becoming deeper and deeper to solve more complex tasks. Adding more layers to a deep neural network can improve Continue Reading
Supervised vs Unsupervised Learning
In this article, we are going to explore the two machine learning approaches – supervised and unsupervised learning. It is one of the most basic questions for data science beginners. Without a basic understanding of supervised and unsupervised learning, you cannot make any progress in the field of data science. Continue Reading
TCP Client-Server Implementation in C
In this tutorial, you will learn to implement a TCP client-server program in the C programming language. Here, the client and server would exchange messages and communicate with each other in an interactive way. In addition, you will also learn about the client-server architecture and other related concepts. Table of Continue Reading