I am passionate about understanding neural network mathematics, memory mechanisms in large language models, Theoritical Computation, and Compilers. I have won the annual ML competition at IIT ISM 2024, 184th in Amazon ML challenge, Qualified RMO 2019, Interned at IIT Guwahati, IIT Jodhpur, and IIIT-Hyderabad, I understand ML, NLP, CV and mathematics. Currently I am working at a mid-freq quant firm, where I am building the trading engine parts with the team, and total development of internal business related tools. Last Updated: 26th July, 2025 Visit my linkedin, I may not be able to reply here, https://www.linkedin.com/in/hexronus/