Blog Posts

The BERT Advantage- A Practical Guide to Modern Topic Modeling

nlp
machine_learning
In an era characterized by multi-terabyte datasets and parameter-dense large language models, extracting meaningful insights from massive text corpora presents a formidable…
May 8, 2025
Mehul Jain

Finding Your North Star in the AI Galaxy- A Candid Guide

markdown
machine_learning
Remember your first time in a massive library? Rows of shelves stretching in every direction, thousands of books, and that moment of “Where do I even begin?” That’s today’s…
Apr 11, 2025
Mehul Jain
 

Why Your ML Project Is Failing- It’s the Data, Not the Model!

markdown
machine_learning
In the world of machine learning and AI, we’re often seduced by the promise of sophisticated algorithms and cutting-edge neural networks. But after years in the trenches as…
Apr 5, 2025
Mehul Jain

EBMs Architecture

EBMs and the Art of Transparent Machine Learning

In this blog post, we learn about the fundamentals of Explainable Boosting Machines.

Jan 31, 2025
Mehul Jain

Unleashing Productivity - How In-House RAG Systems Can Turbocharge Your Data Science Team

markdown
data_science
NLP
In today’s data-driven world, data science teams are the engines powering innovation, driving insights, and enabling informed decision-making across industries. As the…
Sep 1, 2024
Mehul Jain and Bishal Agrawal

MLOps in Action - How to Implement an End-to-End Pipeline for Your Project

markdown
machine_learning
As data scientists, we often find ourselves in the familiar, comfortable realms of Jupyter notebooks and Python IDEs. However, there comes a time when we must step out of…
May 26, 2024
Mehul Jain

Breaking Radio Silence - What Have I Been Doing in the Past Few Months

markdown
Hello everyone, I haven’t posted in a while, so I wanted to give you all some updates about where I have been.
Mar 26, 2022
Mehul Jain

Cat Face Mapper - Image Regression with FastAI

image_regression
deep_learning
transfer_learning

In the blog post, we explore key-point modelling using FastAI and build a small application to test our models.

Aug 14, 2021
Mehul Jain

Understanding graduate admissions - Data driven advice for undergrad students

machine_learning
data_science
What are the most important things in your masters application? How do you get into your dream institute? Is my GRE score enough? How much does CGPA matter?
Jun 9, 2021
Mehul Jain

Exploring Auto-EDA in Python

EDA
data_science

EDA is one of the most important steps in the data science pipeline. In this blog post, we explore automated exploratory data analysis and examine it’s utility.

May 24, 2021
Mehul Jain

Small Data And The Power Of Pre-Trained Models

deep_learning
transfer_learning
With the availability of better data storage facilities, more powerful computers and low latency networks, the commercial usage of huge datasets is rapidly growing in the…
May 3, 2021
Mehul Jain
 

The essentials of data preprocessing for tabular data

In this blog post, we learn about the fundamentals of preprocessing tabular data.

Apr 12, 2021
Mehul Jain
 

List Comprehensions - The elegant way of creating lists in python

In this blog post we will explore why we should use list comprehensions and what can we do with them.

Apr 4, 2021
Mehul Jain
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