Demystifying NLP: Exploring Lexical, Syntactic, and Semantic Processing for Powerful Natural Language Understanding
Explore the end-to-end aspects of language understanding and understand the Lexical, Syntactic, and Semantic processing involved in understanding the unstructured data. Learn different techniques involved in different processing steps. ... Read More
Seeing Through AI Eyes: The Technology Behind Style Transfer and Object Detection
In this blog, we'll dive deep into two computer vision applications that are changing how we interact with images, i.e., Style transfer and Object detection. We will explore the underlying working and technology used for these two applications. ... Read More
How optimization in deep learning work?
Mathematical optimization is an extremely powerful field of mathematics that underpins much of what data scientists, implicitly, or explicitly, utilize regularly. Nearly all machine learning algorithms make use of optimization theory to obtain model convergence. ... Read More
Seeing Through Layers: The Ultimate Guide to Convolutional Neural Networks
This post explores Convolutional Neural Networks (CNNs), detailing their architecture. It highlights challenges in computer vision, various CNN models like VGGNet and ResNet, and the importance of transfer learning. Inspired by the human visual system, CNNs revolutionize AI-driven object detection and classification. ... Read More
Hypothesis Testing explained using practical example
An in-depth explanation of hypothesis testing using real-world examples. The best guide to follow for understanding hypothesis testing in detail. The article is inspired by the book "Naked Statistics - Stripping the dread from the data" by Charles Wheelan. ... Read More
A complete guide to the Probability Distribution
In a detailed explanation of the probability distribution. The post covers six different types of continuous and eight different types of discrete distribution. The post will help beginners as well as experienced professionals to grasp in-depth knowledge about the topic. ... Read More
Does probability really help businesses?
We all at some point in time have heard about terms like statistics, probability, distributions. But have we thought about how it is used in businesses to actually deliver value? This post, not only explains the concept but also shows the importance of inferential statistics. ... Read More
Understanding Popular Statistical Tests To Perform Hypothesis Testing Is Not Difficult At All!
With an exhaustive list of hypothesis tests available, we generally struggle to figure out the best test that we can perform based on the data availability. In this post, I have provided an follow diagram which will help you to choose the right hypothesis test that you can use based on your data. ... Read More
