Browsing: Data Science
Index· 1: Understanding the Basics∘ 1.1: What is K-Means Clustering?∘ 1.2: How Does K-Means Work?· 2: Implementing K-Means∘ 2.1: The Mathematics Behind K-Means∘ 2.2: Choosing the…
How to know the unknowable in observational studiesIntroductionProblem Setup2.1. Causal Graph2.2. Model With and Without Z2.3. Strength of Z as a ConfounderSensitivity Analysis3.1. Goal3.2. Robustness ValuePySensemakrConclusionAcknowledgementsReferencesThe…
Automation, machine learning and LLMs in the chip industry(source: chatGPT)I felt like one of those guys from Monsters Inc. You know, the ones in the big…
Understand Semantic Structures with Transformers and Topic Modeling10 min read·13 hours agoWe live in the age of big data. At this point it’s become a cliche…
Advanced techniques to process and load data efficientlyAI-generated image using KandinskyIn this story, I would like to talk about things I like about Pandas and use…
A handy reference on migrating bookmarks, terminal enhancements, and AWS Cli settingsImage generated by author using midjourneyI recently received a new 16-inch MacBook Pro with the…
How to build a modern, scalable data platform to power your analytics and data science projects (updated)Table of Contents:What’s changed?Since 2021, maybe a better question is…
Build your own book recommender with CatBoost Ranker14 min read·18 hours agoIn today’s digital world, where information overload and wide product offer is the norm, being…
In 2022, my portfolio helped me get my first DS job. Now I’m tearing it down and starting again from scratchImage by David Pisnoy on UnsplashIf…
A comprehensive overview of PINN’s real-world success storiesImage generated by DALL-E.When it comes to applying machine learning to physical system modeling, it is more and more…