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Pandas: From Messy To Beautiful

This is how to make your pandas code human readable & bulletproof. Scripting around a pandas DataFrame can turn into an awkward pile of (not-so-)good old spaghetti code. Me and my colleagues use this package a lot and while we

You May Know This Design Pattern In Python, But When To Use It?

From tutorial to practical examples of Python Singleton design pattern Continue reading on Towards Data Science »

How to Build a Local Open-Source LLM Chatbot With RAG

Talking to PDF documents with Google’s Gemma-2b-it, LangChain, and Streamlit Continue reading on Towards Data Science »

Computational Thinking is What You Need

Missing puzzle piece to LLM Enterprise Augmentation Continue reading on Towards Data Science »

Unlocking Insights: Random Forests for PCA and Feature Importance

How a tried and tested solution can yield excellent results in tackling a day-to-day ML problem Continue reading on Towards Data Science »

Do not over-think about ‘outliers’, use a student-t distribution instead

A Bayesian approach using R and Brms For many researchers, outliers are rogue waves that can dramatically alter the course of the analysis or “confound” some expected effects. I prefer to use the term “extreme observations” and leave the term outlier

The Many Pillars of Getting the Most Value From Your Organization’s Data

Photo by Choong Deng Xiang on Unsplash A Story of a Data Scientist Let me introduce you to Sarah, a talented and passionate data scientist, who just landed her dream job at GreenEnv, a large company that makes eco-friendly cleaning products. GreenEnv has tons of

Causal Machine Learning: What Can We Accomplish with a Single Theorem?

Exploring and exploiting the seemingly innocent theorem behind Double Machine Learning Continue reading on Towards Data Science »

Marlin: Nearly Ideal Inference Speed for 4-bit Large Language Models

Up to 4x faster than inference with fp16 parameters Continue reading on Towards Data Science »

Mastering the Versatility and Depth of Python’s Rich Plot Collection(with Code)

From Sankey diagrams and spider plots to ridge plots, this article spans various visualizations, each with its unique use case and insight. Continue reading on Towards Data Science »