Projects

Optimising TSV placement in 3D NoC

[ongoing] Conducted extensive literature review of existing application-mapping and latency estimation techniques.
Currently simulating an application-specific 3D-NoC using Access Noxim and SystemC. Formulated a new loss function for variable TSVs which is being tested.
Supervised by: Kanchan Manna - BITS Pilani

Stock Price Forecasting

[ongoing] Optimising and improvising existing trading model which was based on LSTM and Random Forest.
Conducted comprehensive literature review, currently working on incorporating sentiment analysis and correlation-based stock grouping to improve the model accuracy.
Supervised by: J.K Sahoo - BITS Pilani

Arbitrage-free neural-SDE market models

[ongoing] Currently working on combining neural networks with risk models based on classical stochastical differential equations(SDEs), for assessing risk profiles and hedging strategies.
Supervised by: Mayank Goel - BITS Pilani