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cogniera/README.md

Hi, I’m Paarth

Computer Engineering @ University of Waterloo Focused on AI systems, retrieval architectures, and high-performance ML.

What I’m Building

Retrieval Systems Lab (RAG experiments, chunking strategies, reranking analysis)

ML From First Principles (implementing models from scratch)

Systems + ML experiments (latency, throughput, cost modeling)

Tech Stack

💻 Tech Stack

Languages

TypeScript JavaScript Python

Frontend

React Next.js TailwindCSS

Backend

NodeJS FastAPI

ML / Data

TensorFlow Keras NumPy Pandas scikit-learn

Cloud / Deployment

Vercel Google Cloud Netlify

Currently Deepening

Deep Learning (CNNs, RNNs, Transformers)

Distributed training & systems design

GPU/TPU compute optimization

JAX / XLA / low-level ML performance

Research Interests

Retrieval-Augmented Generation

Model efficiency & scaling laws

Distributed training systems

AI infrastructure

What I Care About

Measurable performance

Clean abstractions

Failure analysis

Engineering depth

Reach Me

LinkedIn: (LinkedIn)

Email: (paarths376@gmail.com)

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