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Navigating the waves of the web ocean

Random Forests in 2023: Modern Extensions of a Powerful Method

Random Forests came a long way Features of modern Random Forest methods. Source: Author. In terms of Machine Learning timelines, Random Forests (RFs), introduced in the seminal paper of Breimann ([1]), are ancient. Despite their age, they keep impressing with their performance

Unlock Data Science Potential with Your Laptop

Your laptop, from zero to hero Continue reading on Towards Data Science »

3D Geospatial Data Integration with Python: The Ultimate Guide

Tutorial to integrate geospatial data with a multi-modal Python workflow: combine 3D point clouds, CityGML, voxels, vector + raster data Continue reading on Towards Data Science »

Now, why should we care about Recommendation Systems…? ft. A soft introduction to Thompson Sampling

An ongoing Recommendation System series Photo by Myke Simon on Unsplash I caught myself today, once again for the 100…01-th day in a row, holding my late unopened dinner box as I’m browsing through Netflix for a show to watch while munching

Leveraging LLMs to Complete Recommendation Knowledge Graphs

With the rapid growth of the internet and online platforms, users are inundated with choices. Recommender systems have become essential in… Continue reading on Towards Data Science »

Implementing a Transformer Encoder from Scratch with JAX and Haiku

Understanding the fundamental building blocks of Transformers. Transformers, in the style of Edward Hopper (generated by Dall.E 3) Introduced in 2017 in the seminal paper “Attention is all you need”[0], the Transformer architecture is arguably one of the most impactful breakthroughs

LoRA — Intuitively and Exhaustively Explained

Exploring the modern wave of machine learning: cutting edge fine tuning Continue reading on Towards Data Science »

Build a Rest API with Go: Data Analytics for Time Series

A step-by-step example of CRUD operations and statistical analysis with Go, Gin, and Gorm. Continue reading on Towards Data Science »

Demystifying Rotation Matrix

Continue reading on Towards Data Science »

Build a ChatGPT-esque Web App in Pure Python using Reflex

Use OpenAI’s API to build a chat web app in pure Python with one line deployment Chat app GIF by Author These past few months I have been playing around with all the incredible new LLM chatbots, including Llama 2, GPT-4,