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punitarani/README.md

Hey, I'm Punit Arani! 👋

I am Punit Arani, I'm a Computer Science major with a minor in Computational Mathematics. My expertise spanning embedded systems, distributed systems, and machine learning. Through continuously taking on projects that solve real problems, I build valuable skills and deliver tangible solutions. I aim to graduate with broad, in-demand technical abilities and a proven track record building things that matter.

Research

  • Computer Vision: Applying CNNs and deep learning for classification, detection and segmentation.
  • NLP and LLMs: Developing and fine-tuning (large) language models for quantitative finance and scientific literature analysis.
  • Reinforcement Learning: Creating self-learning systems to optimize predictions and decisions over time.

Skills

  • Languages: Python, C/C++, JavaScript, Java, SQL
  • Backend Frameworks: Django, FastAPI, and Express.
  • Frontend Frameworks: React, SvelteKit and Next.JS.
  • Machine Learning and Artificial Intelligence: JAX, OpenCV, PyTorch, and Scikit-Learn.
  • Firmware Development: Bare-metal and RTOS with C for STM32, Renesas, and Arduino.
  • Hardware Development: Circuit and PCB Design with Altium and Eagle.
  • Cloud & DevOps: AWS, Azure, CircleCI, Docker, and Terraform.

I specialize in researching and developing Algorithms and ML systems to solve complex real-world problems. My focus areas are quantitative finance, scientific computing, and scalable AI systems.

Hackathons

Hackathon Project Description Tech Stack Prizes
UC Berkeley AI Hackathon Prosper AI AI Powered Financial Advisor Python and React Grand Prize
PennApps 24 DataDaddy Autonomous ML and Exploratory Research Made Easy Python and Next.JS Best Financial Hack (sponsored by Capital One)
Hack@CEWIT2023 WasteNot AI Powered Food Donation and Delivery Platform Python and React Native AI Mastermind, Climate Action Hero, Hacking Hero, and HealthTech Hero
OuterEdge LA 2023 LiquidPool Add liquidity to PooledNFT Next.JS HiFi Bounty For Using Pooled NFTs
Stanford TreeHacks 2024 Althea AI Research Assistant for Scientific Literature Python and Streamlit
HackMIT 2023 MedLingua Medical Records with Superpowers Python and SvelteKit
Stanford LLM x Law Hackathon LegalBERT BERT embeddings fine-tuned for legal documents Torch and Transformers
SB Hacks IX RabbitHole Learn Anything and Everything Faster and Efficiently Python
AI SF 2023 IntelliRate Shopping Decisions and Reviews Simplified Python
Climate AI Hackathon Sage Research Faster, Better and Deeper Python

Projects

Quantitative Finance

Project Description Tech Stack
Cellular S&P 500 S&P 500 Simulator with Neural Networks and Cellular Automata Python (PyTorch)
Insider Trades Tracker SEC Form 4 Tracker Python (Plotly Dash)
Piqua Equity and Options Quantitative Analysis Tool Python (Pandas, Numpy, Streamlit)

Artificial Intelligence and Machine Learning

Project Description Tech Stack
AgentML Automated ML model research and development agent Python and Streamlit
ClotScape CT Scan Aneurysm Analysis Tool Python and OpenCV

Academic

Project Description Tech Stack
MAT 494 Mathematical Methods in Data Science Python (Numpy, Pandas, Scipy)
MAT 421 Applied Computational Methods Python (Numpy, Pandas, Matplotlib)
CSE 360 Pizza Ordering System Java (JavaFX)

Pinned

  1. AgentML AgentML Public

    Streamlining the ML pipeline, from brainstorming and exploratory research to model development, evaluation and explanation.

    Python

  2. InsiderTradesTracker InsiderTradesTracker Public

    Realtime SEC Insider Trades Tracker

    Python 3 1

  3. cellular-sp500 cellular-sp500 Public

    Cellular Automata meets Neural Networks

    Jupyter Notebook

  4. centarus centarus Public

    Centarus Backend

    Go

  5. MAT-494 MAT-494 Public

    MAT 494: Mathematical Methods in Data Science

    Jupyter Notebook 1

  6. notes notes Public

    Computer Science and ML/AI Notes