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Praveen Sundaresan Ramesh's Projects

electrical_demand_toronto icon electrical_demand_toronto

I performed a detailed analysis of various factors that affect the electricity demand in Toronto. I also use a simple linear model tree to forecast the demand.

linear_model_tree icon linear_model_tree

A custom code to perform a decision tree algorithm with linear regression in every leaf node (a linear model tree)

lstm_nonlinear icon lstm_nonlinear

I used a data-based approach to model nonlinear dynamic systems. Particularly, I used a two-layer PyTorch-based LSTM network.

rubiks_hypothesis icon rubiks_hypothesis

A fun debate between my brother and me resulted in me having to perform hypothesis testing to prove him wrong.

toronto_covid_dashboard icon toronto_covid_dashboard

I used Plotly Dash in Python to create a dashboard for covid cases in Toronto and deploy it in the cloud!

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