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AdityaRao127/README.md

Aditya Rao

Full-Stack | Applied AI | Machine Learning

Portfolio LinkedIn Paper Kaggle Devpost


Currently Working On

Co-Founder & CTO · Building startups. Reach out via LinkedIn if you're interested in hearing about what I'm working on, as an investor or team member.

LLM Student Researcher at SJSU · Researching semantic enrichment methods to improve malware graph classifier robustness under distribution shift, using LLM-generated embeddings to reduce accuracy degradation on unseen variants.


Open-Source Contributions

swar/nba_api · most popular NBA stats API wrapper for Python (3.4k+ stars)

  • #448 · Diagnosed a data corruption bug in TeamDashboardByGeneralSplits where plus_minus='Y' caused stat fields to return differential values instead of actuals. Provided reproducible before/after analysis. Fix incorporated into v1.11.3.
  • #441 · Reported incorrect team ranking data across teamdashboardbyshootingsplits and teamdashboardbygeneralsplits, leading to endpoint documentation clarification.

Research & Publications

S&P 500 Forecasting Using Generative AI · Paper (DOI)
Published in the UC Merced Undergraduate Research Journal. GPT-4-based trading prediction model for short- and long-term S&P 500 forecasting. Cited by 2 peer-reviewed international journals (H-index 24, impact factor ~6), 200+ downloads.

V-QUIP: Vision-Based Quick Impromptu Polling · Repo
Google exploreCSR research. Fine-tuned YOLO and optimized TensorFlow Lite models for real-time gesture recognition in classrooms, achieving 30% latency reduction.

Subgiant Star Classification · Repo
Stellar Data Lab astrophysics research on classification of subgiant stars using Gaia DR3 survey data. Data pipeline development and ML model training for stellar categorization.

Alzheimer's Detection from MRI · Repo
TensorFlow/Keras neural network for Alzheimer's detection from brain MRI scans, improved accuracy from 12% to 80%.


Hackathon

Mapnosis · HackMerced IX, Best Use of MongoDB Atlas · Repo
Web app for identifying environmental health risks by location. MongoDB Atlas, Next.js, geospatial data.


Projects

Project Description Built With
Options & Insider Trading Bot (private)
  • Real-time financial news aggregation (Bloomberg, FT, CNBC) with custom severity classification
  • SEC insider trading monitor that flagged CDTX activity before its 300%+ spike
  • Custom Greeks calculations, peak price modeling for options strategies, connected to Google Sheets API for live portfolio tracking
  • TradingView webhook alerts (EVWAP, MACD) with automated call/put signals
  • Earnings analysis engine that surfaced plays like ADSK, PANW, BLNK pre-earnings
  • Backtested returns outperformed the S&P 500 by ~4% annualized
Python Discord Sheets Render
NBA Prediction Platform (private)
  • ML platform with 75% game-by-game accuracy across 400+ games
  • Open-source Kaggle dataset with 200+ downloads
  • Attracted interest from 3 angel investors at a regional showcase
Python sklearn Actions
Picsure (private) AI image detection and EXIF metadata analysis tool Python OpenCV TF
MACD Trading Strategy (private) Pine Script derivatives trading strategy backtested across 20 years with a 68% success rate TradingView
NBA Discord Bot Real-time NBA stats bot with optimized play-by-play polling for near-instant game updates Python Discord
Live Transcript Bot (private) Discord + LLM bot for real-time transcription and summary via Groq Python Discord
Job Listings Bot (private) Automated pipeline filtering from 30+ job sources and recently funded startups. Newsletter coming soon. Python
EAST: Text Detection Natural image text detection using the EAST algorithm Python OpenCV TF
IoT Doorbell Motion detection security system with M5GO Embedded
OS File Management (private) File system management for operating systems coursework C++
NBA Terminal Game (private) Terminal-based NBA trivia, data structures project Java

Stack

ML / AI

PyTorch TensorFlow scikit-learn XGBoost Hugging Face OpenCV

Languages

Python SQL TypeScript JavaScript Java C++ R

Web & Product

Next.js Flask Node.js Streamlit Auth0

Data

Pandas NumPy Polars PostgreSQL MongoDB

Infra & DevOps

AWS Docker GitHub Actions Linux Git


Pinned Loading

  1. leetcode-stats-automation leetcode-stats-automation Public

    Store, organize, and visualize all of your LeetCode solutions

    1

  2. leetcode-solutions leetcode-solutions Public

    All of my leetcode solutions, organized by DSA and DB-related problems

    Python

  3. hajin-park/V-QUIP hajin-park/V-QUIP Public archive

    V-QUIP: A Vision-based Quick Impromptu Polling System for the Classroom

    JavaScript 2 3

  4. BBALLHQ-DISCORD-BOT BBALLHQ-DISCORD-BOT Public

    Discord Bot with information about the NBA!

    Python

  5. motion-detector-system motion-detector-system Public

    Motion detection system with M5GO

    Python

  6. nba_api nba_api Public

    Forked from swar/nba_api

    An API Client package to access the APIs for NBA.com

    Python