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Raj GuptaRG
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Raj Gupta

@rajgupta11

Quantitative researcher building algorithmic trading models, with forecasting pipelines that achieved a 13.4% annualized out-of-sample return.

India
Message

As a self-employed Quantitative Researcher, I translate mathematical frameworks into production-ready trading models using stochastic differential equations, Ito calculus, and time-series econometrics. I also apply competitive programming methods to optimize algorithmic trading infrastructure.

I designed multivariate forecasting pipelines that combine ARIMA/GARCH models with neural networks. In my equity-return forecasting project, I compared LSTM and Temporal Fusion Transformers and achieved a 13.4% annualized return on out-of-sample data.

My projects also include derivative pricing and statistical arbitrage. I implemented pricing methods for American and Asian options, and developed a cointegration-based pairs trading engine that achieved an out-of-sample annualized Sharpe ratio of 1.2.

Experience

Work history, roles, and key accomplishments

SE
Current

Quantitative Researcher

Self Employed

Jun 2024 - Present (2 years 4 months)

Developed production-ready trading models using stochastic differential equations, Ito calculus, and time-series econometrics. Applied competitive programming techniques to optimize algorithmic trading infrastructure and designed multivariate forecasting pipelines combining ARIMA/GARCH with neural networks.

Education

Degrees, certifications, and relevant coursework

CT

College of Technology

B.Tech, Information Technology

2019 - 2023

Grade: 7.75

Pursued a B.Tech in Information Technology from August 2019 to June 2023, achieving a CGPA of 7.75.

Udemy logoUD

Udemy

Machine Learning and Deep Learning with Python, Machine Learning and Deep Learning

Completed a certification in Machine Learning and Deep Learning with Python.

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