PinnedPublished inData Science CollectiveFrom Beginner to AI/ML Pro in 2025: The Step-by-Step Roadmap that Gets You HiredWhen I first decided to break into AI and machine learning, it felt like stepping into a maze without a map.May 6A response icon29May 6A response icon29
PinnedPublished inData Science CollectiveAI Agents in 5 Levels of Difficulty (and How To Full Code Implementation)About two weeks before a big product deadline, my prototype agent broke in the worst way.May 19A response icon19May 19A response icon19
PinnedPublished inData Science CollectiveThe Open-Source Stack for AI AgentsI remember sitting down one weekend, convinced I was finally going to build a decent prototype of a research assistant agent. Nothing fancy…Apr 21A response icon37Apr 21A response icon37
PinnedPublished inData Science CollectiveThe Complete Guide to Building Your First AI Agent with LangGraph. (It’s Easier Than You Think)Three months into building my first commercial AI agent, everything collapsed during the client demo.Mar 11A response icon78Mar 11A response icon78
PinnedPublished inData Science CollectiveFeaturewiz-Polars: A Robust and Scalable Solution for Feature Selection with XGBoostFeature selection is a critical step in building efficient machine learning models. I learned this the hard way.Feb 25A response icon15Feb 25A response icon15
Published inData Science CollectiveThe 5 Most Surprising, Ingenious Data Structures and What They Actually DoAnyone who’s ever used a keyboard trying to get stuff done on a computer should know the seven foundational data structures of computer…1d ago1d ago
Published inData Science CollectiveWhy Most AI Agents Fail in Production (And How to Build Ones That Don’t)I’m a 8+ years Machine Learning Engineer building AI agents in production.Jun 16A response icon8Jun 16A response icon8
Published inData Science CollectiveThe Ultimate List of 50 LLMs Interview Question • Master LLMs, Crack Your Next InterviewIf you’ve ever sat down to prep for an LLM interview and ended up with 30 tabs open on attention mechanisms, LoRA, and tokenization —…Jun 12A response icon4Jun 12A response icon4
Published inData Science CollectiveHow to Find the Right Distribution for Your Data: A Practical Guide for Non-StatisticianWith Two Interactive Tools to Get it RightJun 5A response icon12Jun 5A response icon12
Published inData Science CollectiveStop Using AWS.How many times have you seen someone build an MVP stacked with every AWS service imaginable — only to watch it quietly die?May 27A response icon18May 27A response icon18