Research & Publications


Cerbo

Machine Learning API - Cerbo

Cerbo is a python based library that provides a user-friendly experience to train and learn about ML models. With over 15K downloads, Cerbo is a tool that teaches the fundamental coding skills associated with AI.

Book Cover

Machine Learning Textbook

Co-authored a comprehensive textbook that built up concepts of machine learning and deep learning from the basics. The textbook has garnered various recognition, most notably from Amazon AWS VP, Swami Sivasubramanian.

Swift AI Index

Swift AI Index Quarterly Update

Quarterly update highlighting ten new companies across healthcare, consumer tech, enterprise software, and data analytics making meaningful AI implementations at scale.

AI Market Analysis

AI Leaders in Market Downturns

Analysis of AI category leaders in credit reporting and online travel leveraging AI as a competitive differentiator to navigate market uncertainty.

Post-DeepSeek AI

Post-DeepSeek AI Plays

Exploring how breakthroughs like Claude 3.7 Sonnet and Grok-3 are translating into enterprise adoption as state-of-the-art AI becomes more affordable and scalable.

Personal Projects


MCM Logo

MCM — 2025 Mathematical Contest in Modeling

MCM is a 4 day international contest focused on combining statistics, mathematics, programming, and research skills to model an open-ended real-world problem.

Aathreya Kadambi, Kailash Ranganathan, and myself worked on modeling & forecasting the 2028 LA olympic medal counts using Markov models and a Bayesian statistical approach.

Pearl Fund Logo

Pearl Fund: Portfolio Optimization & Statistical Analysis

Pearl Fund is a project aimed at utilizing foundational concepts from modern portfolio theory, CAPM, R, and other financial economics concepts to opitmize & analyze a collection of assets for certain objectives.

(Unrelated) Scribe notes on Efficient Set Mathematics & CAPM from my ECON 139 (Asset Pricing & Portfolio Choice) class @ Berkeley.

Stock Market

Holiday Effect Trading Strategy

This project explores the effect of holidays on trading activity and profitability through a regression analysis. Furthermore, an ETF trading strategy is developed and backtested using these holiday effect principles.