Projects

Thinking Machines: Enhancing LLM Reasoning for Robotic Decision-Making

Exploring improvements to multimodal reasoning LLMs to enhance autonomous decision-making for robotic control applications.

Tiny DeepSeek-R1(Zero) Replication

Exploring architecture and training efficiency of a scaled-down version of DeepSeek-R1(Zero), focusing on MOE and distillation methodologies.

ETF Portfolio Construction and ETF Holding Inference

Developing systematic approaches for ETF portfolio optimization applying inferred underlying asset allocations.

Commodities and Oil Dashboard

An interactive dashboard visualizing key commodity and oil market trends, integrating supply dynamics and transaction costs.

Seq2Seq Equity Screening

A deep learning-driven seq2seq model designed to enhance equity selection methodology using factor data and historical prices.

Option-Implied Probabilities for Equities

Extracted risk-neutral probabilities and price expectations from option markets, using Black-Scholes and publicly available options chain data.