Blog & Articles

Sharing insights, research journeys, and technical learnings from my work in AI/ML.

The AI Path I Never Chose But Love

My journey into AI and machine learning, from initial disinterest to passion

It all began in my B.Tech. It was then that I wanted to pursue my specialization in IoT, an interesting topic that I wanted to master, but the world had some other way around things that made me choose AI&IPA...

AI Journey Machine Learning Education
2024 • 3 min read Read Full Post

How I Approach Projects in AI/ML

My methodology for structuring and executing machine learning projects

Whenever I come up with an idea or receive a request for a project, I begin by mapping out the entire process defining the input, output, and overall workflow...

Project Management ML Workflow TensorFlow
2024 • 4 min read Read Full Post

The Journey Behind My Handwriting Generation Pipeline

Complete story of building an evolutionary-adversarial handwriting synthesis system

This whole idea was born from a universal student dream: escaping the drudgery of writing hectic assignments. I was traveling home on the university bus one day when a friend complained...

GANs Handwriting Synthesis Research Journey
2024 • 6 min read Read Full Post

A Bitter Start Yet a Better Year

The story of paper rejections, revisions, and eventual success

After submitting my document with its 240 FID and 50 Inception score to multiple journals, I started getting rejections one after another, all without any comments...

Research Paper Writing Perseverance
2024 • 5 min read Read Full Post

Machine Learning Basics

Fundamental concepts and models in machine learning

Explaining how models like YOLO work and the principles of transfer learning...

ML Fundamentals YOLO Transfer Learning
2024 • 4 min read Read Full Post

The Handwriting Pipeline - Part 2

Continuing the journey of handwriting generation research

The second part of my handwriting generation pipeline story with improvements and results...

Research Handwriting Pipeline
2024 • 5 min read Read Full Post

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