šš¼ Welcome to my little corner on the Internet!
I'm currently on a break, touching grass. Previously, I worked as an AI Engineer, designing and deploying LLM-powered solutions for the education sector. Before that, I was at Bain & Company, where I analyzed data and developed strategies for private equity clients.
Outside of work, you'll find me building transit lines in Cities: Skylines (after years of Counter-Strike), capturing landscapes across countries with my phone, or struggling to learn Mandarin - because, why not?
If you have an interesting project that you want to build with me, or ideas to explore together, Iād love to chat!
Selected Projects
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A Pokemon battling game, implemented fully in TypeScript with an in-browser game engine and websocket support for real-time multiplayer
A visual exploration of LLM feature activations by generating images on feature-adjusted outputs.
AI-powered YouTube-based learning platform
Automated WhatsApp bot for accident reporting and emergency response for endangered animals in Costa Rica
AI-powered job description analysis and resume optimization tool
RAG-powered idea evaluation tool for Venture Capitalists (VCs)
Work Experience
Blog
New Builds 2024
A recap of building a generative choose-your-own-adventure game in 24 hours at New Builds 2024 hackathon
Understanding the diffusion process
An exploration of the DDPM paper by Ho et al., covering core concepts of diffusion models for image generation.
LLM Evals
A tutorial on evaluating LLM performance using LangSmith for 10-K filing retrieval tasks.
LangChain Primer
An introduction to LangChain framework for AI applications, including RAG implementation and monitoring.
Fine-tune GPT-2 for Classification
A tutorial on fine-tuning GPT-2 for classification tasks using the Hugging Face Transformers library.
Building LSTMs from Scratch
A step-by-step implementation guide for building multi-layer LSTMs from scratch in Python.
GPT-4 Vision Example
A guide to using GPT-4 Vision API for generating advertising copy from product images.
Building a Transformer
A detailed breakdown of the Transformer architecture, focusing on encoder-decoder blocks and self-attention.
IMDb Rating Prediction
A regression analysis project predicting IMDb movie ratings and identifying key influential features.
EPL Season 14 Group D
An analysis of ESL Pro League Season 14 Group D performance metrics and player statistics.
Connect
Feel free to contact me at lakshyaag1202@gmail.com