Selected Work
Vocabscapes: AI-Generated Word Puzzles That Teach Vocabulary
A vocabulary puzzle game powered by a 5-agent LangGraph system. Generates contextually rich word puzzles with built-in validation, intelligent caching, and post-game vocabulary learning.
Building a Social Media Recommendation Algorithm from Scratch
Ever wondered how social media algorithms know you so well? I built one from scratch to find out, everything from basic scoring to embeddings, FAISS indexing, and the exploitation-exploration tradeoff. A deep dive into the math and code behind your For You page.
Recent Writing
The ML Fundamentals Handbook
Fundamental ML concepts with examples and explanations that feel like a conversation, not a lecture. A guide for building your machine learning foundation before you get to know about different...
AWS Cloud Quest Task 6: Connecting VPCs
Learning how VPC Peering lets different departments communicate directly without submitting tickets every time they need to access shared resources. Secure, private, and way more efficient.
AWS Cloud Quest Task 5: VPCs
Helping a bank fix their connectivity issues by setting up VPC Internet Gateways. Turns out, VPCs don't come with internet access by default - you gotta configure it yourself.