My Blog
Thoughts, tutorials and technical writings
Creating Custom FastHTML Tags for Markdown Rendering
Step by step tutorial to rendering markdown in FastHTML using zero-md
MeanShift From Scratch
A deep dive on meanshift clustering with the full algorithm implemented from scratch using pytorch
K-Means From Scratch
A deep dive on K-Means where smart initialization and the full algorithm is implemented from scratch using pytorch
Introduction To Statistical Testing
An introduction to Statistical Testing applied to Stock Trading
Plant Pathology Kaggle
Creating a top 10 leaderboard submission for the Plant Pathology Image Classification Kaggle Competition
Neural Networks and XOR
How does a neural network transform non-linear data to solve complex problems. Fitting a neural Network to the XOR function.
Pseudo Labeling for Data Cleaning
Pseudo labeling for noise reduction and data creation in MNIST
Partial Dependence Plotting
UA guide for showing the benefits and technique to Partial Dependence Plotting
Neural Network Foundations (Part 2)
MNIST multi-class classification from scratch with deep Learning
Gradient Descent for Linear Regression - Part 2
Unders the hood of gradient descent for model optimization
Create a LLM Eval Application
A walkthrough of creating an evaluation framework with Shiny for Python
Applied LLMs Topic Overview
A brief summary of the different topics that go into developing a good LLM based solution
Gradient Descent for Linear Regression - Part 1B
Unders the hood of gradient descent for model optimization
Gradient Descent for Linear Regression - Part 1
Unders the hood of gradient descent for model optimization