Unfolding the universe of possibilities..

Dancing with the stars of binary realms.

System Design Cheatsheets: ElasticSearch

Understand how and when to use ElasticSearch in systems, with three practical system design examples Introduction What is Search? And why it is important? If you’ve read my previous articles on search, you’d know how critical search is to an application.

Improving k-Means Clustering with Disentanglement

Learning the dataset class neighborhood structure improves clustering An accompanying article for the paper “Improving k-Means Clustering with Disentangled Internal Representations” by A.F. Agarap and A.P. Azcarraga presented at the 2020 International Joint Conference on Neural Networks (IJCNN) Background Clustering is

Conformal prediction for machine learning classification — from the ground up

Conformal Prediction for Machine Learning Classification —From the Ground Up Implementing conformal prediction for classification without need of bespoke packages This blog post is inspired by Chris Molner’s book — Introduction to Conformal Prediction with Python. Chris is brilliant at making new machine learning

Improving Retrieval Performance in RAG Pipelines with Hybrid Search

How to find more relevant search results by combining traditional keyword-based search with modern vector search Search bar with hybrid search capabilities With the recent interest in Retrieval-Augmented Generation (RAG) pipelines, developers have started discussing challenges in building RAG pipelines with

From the Perceptron to Adaline

Setting the foundations right Photo by Einar Storsul on Unsplash Introduction In a previous article I tried to explain the most basic binary classifier that has likely ever existed, Rosenblatt’s perceptron. Understanding this algorithm has educational value and can serve as

Mastering Long Short-Term Memory with Python: Unleashing the Power of LSTM in NLP

A comprehensive guide to understanding and implementing LSTM layers for natural language processing with Python Continue reading on Towards Data Science »

Python Type Hinting with Literal

More powerful than it seems: use typing.Literal to create literal types Continue reading on Towards Data Science »

Cloud-First Data Science: A Modern Approach to Analyzing and Modeling Data

A guide for utilizing the cloud with every step of the data science workflow Continue reading on Towards Data Science »

Hands-On GenAI for Product & Engineering Leaders

Make better product decisions by taking a peek under the hood of LLM-based products Image generated by Bing Image Creator based on the prompt “product owner for a machine learning powered application working on a prototype” Introduction If you’re a