Sumit Meghlani Email & Phone Number

Dubai

Managing Frieght, Transport and Client Communications. Developing software applications to improve workplace efficiency and resolving IT issues that arise.

Dubai, United Arab Emirates

you can see my work at www.modelcargomoovers.com

Vancouver, British Columbia, Canada

-Led a team of undergraduate data scientists to develop a proof of concept for advanced helmet technology..- Developed a data preprocessing pipeline for the model, omitted long eventless signals by using the mean event chunks.- Parsed the data into tensors, for the multi-output deep learning model, a Convolutional neural network with 5 convolutional layers, 3base layers with 2 layers for emotion and motion respectively.- Used Binary Cross Entropy Loss function for Motion prediction whereas used Cross Entropy loss functions for Emotion prediction.- Developed a training loop that ensured the model focused on the right features. by alternating the learning rate.- Obtained an Accuracy score of 0.88 on Motion Prediction and 0.25 on Emotion Prediction using Raw EEG signals, with training loss of 0.68.- Visualized and communicated results to the Senior Directors and Machine Learning Researchers, encouraged to pursue the product fulltime

Dubai, United Arab Emirates

-Worked on developing a trading strategy based on market trends in the futures market for commodities and fixed income securities, implemented a Python program that executed orders based on signals received. This allowed for automated trading and resulted in average daily returns of $1550.-Researched and assisted in developing a trading strategy in cash market for equities, proved the initial hypothesis and optimized the weights of the strategy to achieve robustness using statistical and econometric tools. This increased the annualized returns of the strategy from 9% to 24% in the least favorable market trends.-Developed an indicator to evaluate market trends, based on financial research on market sentiment, liquidity and breadth. This allowed traders to gauge trends before executing orders in the equity market.-Developed a Python program that displayed the intrinsic value of a stock based on correlations and market fundamentals, assisting traders to develop trading patterns.-Implemented a trading strategy in R, to back test and evaluate the strategy on tick-by-tick data.

Al Aweer, Dubai, United Arab Emirates