Musings from My Corner of the World

Musings from My Corner of the World

I write about the things that spark my curiosity. Some posts will be polished, while others serve as a journal for me.
Hopefully you’ll find something here to inspire you too.

A Review of ML Time Series Forecasting Models

ML

Time Series

Forecasting

LSTM

N-BEATS

TFT

DeepAR

A review of some of the well-known machine learning time series forecasting models.

Feb 28, 2025

Saving Time: Post-mortem Debugging in Python

Python

Debugging

A bit of Python black magic that lets you efficiently inspect and manipulate execution contexts after crashes, aka, post-mortem debugging.

Jan 30, 2025

Running Llama 3 in the Browser!

NLP

LLM

WebLLM

MLC-LLM

WebGPU

TVM

Chat with Llama and other LLMs that run locally in your browser using WebLLM.

Oct 6, 2024

My Notes on Information Theory

ML

Information Theory

A brief overview of Information Theory concepts that I compiled for my own reference.

Aug 24, 2024

Custom Loss Functions for LightGBM and CatBoost

ML

LightGBM

CatBoost

GBT

Guide on how to implement custom loss functions and evaluation metrics for LightGBM and CatBoost

Aug 11, 2024

Implementing Multi-Layer LSTM and AdamW from Scratch using NumPy

ML

NLP

Optimization

Analysis

This tutorial walks through the implementation of a multi-layer LSTM model from scratch in pure NumPy, and trains it on the Shakespeare dataset. It also covers the implementation of the AdamW optimizer and the necessary data modules.

Jun 15, 2024

Reuse

CC BY-SA 4.0