In this article, we’ll learn to create a custom dataset for PyTorch. In machine learning the model the model the as good as the data it is trained upon. There are many pre-built and standard datasets like the MNIST, CIFAR, and ImageNet which are used for teaching beginners or benchmarking purposes. But there are not …
In this article, we’ll train our first model with PyTorch Lightning. PyTorch has been the go-to choice for many researchers since its inception in 2016. It became popular because of its more pythonic approach and very strong support for CUDA. However, it has some fundamental issues with boilerplate code. Some features such as distributed training …
PyTorch Lightning: How to Train your First Model? Read More »
In this article, we will be learning how to work with Satellite Imagery and visualize them using Python. This tutorial is a very skim introduction to the world of geo-spatial analysis. It is meant for people who at least have a beginner-level knowledge of python. Satellite Imagery using Google Earth Engine in Python Google Earth …
Satellite Imagery using Google Earth Engine and Python Read More »
In this article, we will be learning about how to do a Monte-Carlo Simulation of a simple random experiment in Python. Note: Monte Carlo Simulation is a mathematically complex field. So we have not gone into the details of the MC. Instead, we have used some intuitions and examples to understand the need and implementation …
Monte-Carlo Simulation to find the probability of Coin toss in python Read More »
Deep Learning is one of the hottest industry skill right now. Deep learning is being now being used in many sectors to solve problems that were previously thought unsolvable for eg: self-driving cars, face recognition/augmentation etc. Coding a deep learning model from scratch is a tedious and mind-bending task. It requires a lot of expertise …
This is the second part of the tutorial – Create Number Guessing Game GUI in Python. In the first part, we have seen how to implement the guessing game in a command-line interface. In this tutorial, we will be taking it to the next level by making a graphical user interface app that can interact …
Create a Number Guessing Game GUI in Python: Part 2 Read More »
In this tutorial, we will be creating a random number guessing game using standard python libraries. This tutorial is divided into two parts- The Command Line Interface(CLI) and the Graphical User Interface(GUI). This the first part of the tutorial where we implement the game and run it in a command line without any graphical eye …
Create a Number Guessing game in Python: Part 1 (Command Line) Read More »
Conda vs Pip are sometimes interchangeably in our day to day use of Python. PIP and conda are very popular package managers for Python. Â Although some of the functionality of these two tools overlap, they were designed and should be used for different purposes. Here is a table representing a comprehensive set of differences between …
Conda vs Pip: Choosing your Python package manager Read More »
In this article, we will be discussing saving loading models using TensorFlow 2.0+. This is a beginner-intermediate level article meant for people who have just started out using TensorFlow for their deep learning projects. Why do you need to save a model? One of the very common mistakes people make as a beginner in deep …
Knowing how to initialize model weights is an important topic in Deep Learning. The initial weights impact a lot of factors – the gradients, the output subspace, etc. In this article, we will learn about some of the most important and widely used weight initialization techniques and how to implement them using PyTorch. This article …