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Quantization in Large Language Models(LLMs)
Demystifying the Compression of Large Language Models(LLMs)
Nagesh Singh Chauhan
Jan 99 min read
The Dragon Hatchling (BDH): Bridging Transformers and Brain-Like Reasoning
Modern neural networks can recognize faces, write stories, and even pass programming interviews — but they all share the same limitation: they stop learning once deployed.
Nagesh Singh Chauhan
Dec 21, 202510 min read
Fluid Intelligence: Understanding Liquid Neural Networks
Adaptive Intelligence for Dynamic Environments
Nagesh Singh Chauhan
Dec 20, 20244 min read
xLSTM: Extended Long Short Term Memory
With a new upgrade, LSTM is here to challenge the LLM dominance.
Nagesh Singh Chauhan
Jun 9, 202412 min read
Catastrophic Forgetting in Neural Networks
The article explores Catastrophic Forgetting in Neural Networks and different ways to counter it. Credits Introduction Forgetting is a...
Nagesh Singh Chauhan
Feb 18, 20249 min read
Fine-tuning Large Language Models (LLMs) using PEFT
The article contains an overview of fine tuning approches using PEFT and its implementation using pytorch, transformers and unsloth.
Nagesh Singh Chauhan
Jan 19, 20249 min read
Introduction to AutoEncoder and Variational AutoEncoder(VAE)
Image Credits Introduction In recent years, deep learning-based generative models have gained more and more interest due to some...
Nagesh Singh Chauhan
Jul 28, 202110 min read
Zero-Shot Learning: Can you classify an object without seeing it before?
Developing machine learning models that can perform predictive functions on data it has never seen before has become an important...
Nagesh Singh Chauhan
May 23, 20217 min read
Hugging Face Transformers Package – What Is It and How To Use It
The rapid development of Transformers has brought a new wave of powerful tools to natural language processing. These models are large and...
Nagesh Singh Chauhan
Mar 18, 20219 min read
Optimization Algorithms in Neural Networks
Overview of some of the most used optimizers while training a neural network. Credits Introduction In deep learning, we have the concept...
Nagesh Singh Chauhan
Dec 7, 202010 min read
Introduction to RNN and LSTM
The article dives deep into the working principles of the Recurrent Neural Network(RNN) and Long Short-Term Memory(LSTM). Credits “Humans...
Nagesh Singh Chauhan
Nov 29, 202011 min read
Introduction to Restricted Boltzmann Machines(RBMs)
The article contains intuition behind Restricted Boltzmann Machines — A powerful Tool for Recommender Systems. Credits Introduction...
Nagesh Singh Chauhan
Nov 28, 20208 min read
Audio Data Analysis Using Deep Learning with Python (Part 2)
If you are an absolute beginner to audio data analysis, you should read Part 1 of this series first. Once you are comfortable with the...
Nagesh Singh Chauhan
Nov 20, 20206 min read
Audio Data Analysis Using Deep Learning with Python (Part 1)
A brief introduction to audio data processing and genre classification using Neural Networks and python. Introduction While much of the...
Nagesh Singh Chauhan
Nov 20, 20209 min read
Introduction to Convolutional Neural Networks(CNN)
The article focuses on explaining key components in CNN and its implementation using Keras python library. Credits Have you ever thought...
Nagesh Singh Chauhan
Oct 27, 202010 min read
Generate Realistic Human Face using GAN
The articles contain a brief intro to Generative Adversarial Network(GAN) and how to build a Human Face Generator. Credits “The coolest...
Nagesh Singh Chauhan
Oct 26, 20209 min read
Brain Tumor Detection using Mask R-CNN
“Application of Deep Learning in Radiology” Credits “Radiology is the medical discipline that uses medical imaging to diagnose and treat...
Nagesh Singh Chauhan
Oct 22, 20208 min read
Build an Artificial Neural Network(ANN) from scratch
This article is focused on building an Artificial Neural Network using NumPy. Credits: researchgate In my previous article Introduction...
Nagesh Singh Chauhan
Sep 22, 20209 min read
Introduction to Artificial Neural Networks(ANN)
Your first step in Deep Learning Credits: getwallpapers.com Deep Learning is the most exciting and powerful branch of Machine Learning....
Nagesh Singh Chauhan
Sep 21, 202010 min read
Predict Age and Gender using Convolutional Neural Network and openCV
Build an Age and Gender detection model. Credits: https://www.zymr.com/difference-machine-learning-artificial-intelligence-bots/...
Nagesh Singh Chauhan
Sep 19, 20209 min read
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