Posts by Collection

portfolio

Statistical Arbitrage for Crypto Currencies

Developed and backtested multiple pairs trading and momentum strategies for cryptocurrencies, achieving a combined Sharpe Ratio of 1.6+ and strong alpha generation, while leveraging deep learning to enhance returns and reduce transaction costs by 17%.

Quant Commodities Task by Alpha Alternatives

This task was given by Alpha Alternatives as hiring challenge, it includes two trading strategies for natural gas futures—Statistical Arbitrage and Machine Learning—analyzing various datasets to predict price spreads and evaluate performance, ultimately offering insights and recommendations for future improvements.

IMC Prosperity 2024

This have the code and resources for my innovative approach aimed at optimizing investment strategies and enhancing financial decision-making, which helped me secure a rank of 645 out of 10100, despite a faulty submission during round 2.

publications

Efficient Hardware Design for Vision transformer

Published in Peer Reviewed Core-A-ranking Computer Architecture Journal, 2024

Transformers have served as a strong foundation in NLP and CV domain, but for practical application a dedicated hardware accelerator is required to increase throughput while keeping energy consumption lower than GPU.

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Secure Deep Learning Pipeline Design for Vision transformer

Published in Peer Reviewed Core-A-ranking Computer Architecture Journal, 2024

This work introduces a lightweight adversarial detection filter that flags malicious inputs before they reach the model, offering an efficient and adaptable solution for enhancing the security of deep learning systems.

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talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.