hii, i'm sourish.
a final year cse student specializing in ai/ml. thriving on solving real-world challenges with data-driven solutions.
This site is a reflection of my journey - what I've learned, built, and continue to explore.
experiences:
JcurveIQ· machine learning intern
designed a dual-layer ai response judge for llm-generated outputs, ensuring quality and citation integrity. integrated semantic reranking (cohere, voyage ai) to boost rag retrieval accuracy.
A.S. Development· data analyst apprentice
performed eda on nifty-50 data to identify volatility trends and collaborated with a team to design interactive dashboards for actionable insights.
when i’m not coding, you’ll find me listening to music, reading, watching movies, or experimenting with personal projects and research.
here are some of my notable projects:
BitForge - Universal LLM Inference Infrastructure
A production-grade backend that transforms any CLI-based AI model into a scalable REST API. Solves the 'cold start' problem using persistent worker pools and self-healing architecture to deliver zero-latency inference.
It is an AI-powered animation generation platform that transforms natural language prompts into mathematical animations using the Manim library. The backend is a production-ready FastAPI service that orchestrates a complex pipeline of prompt expansion, code generation, and video rendering.
Deeptalks
It is a LoRA adapter for Microsoft's phi-2 that helps in context-aware conversations, trained on 50K+ conversations of HuggingFace's HyperThink dataset. It is available on HuggingFace (getting over 100+ downloads).
here are some of my other projects and tools:
Decodex
It is a transformer based decoder built from scratch. After learning the basics of attention is all you need research paper, I built this decoder to understand the inner workings of transformers.
RAG-Pathway
It is a part of a RAG-Document Summarizer project. This pipeline ingests PDF/txt files, extracts the text, then embeds it using Pathway's Framework and uses its llm to generate a summary or to answer questions.
Data Analysis of Nifty 50 Dataset
It was an internship project under Academy of Skill Development, where our team analyzed the Nifty 50 dataset of 2023-2024 and provided insights on the market trends, volatility patterns, and statistical insights to empower traders, analysts, and enthusiasts with actionable intelligence.
If you'd like to connect, you can find me here: