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Ravi Satvik Gorthi's Projects

boxshooter icon boxshooter

A simple first person shooter, targets are green, bonuses are white and avoid shooting the red ones.

gravitational-wave-detection icon gravitational-wave-detection

Detecting and analyzing the information carried by gravitational waves allows us to observe the Universe in a way never before possible, providing astronomers and other scientists with their first glimpses of literally unseeable wonders. This project aims to experiment with various data visualization methods and deep learning techniques to classify Gravitational Wave signals from pure noise signals. To illustrate the complexity of the problem, Data visualization techniques namely, PyPlot, Parallel Data Plots, CQT Spectral Plots, Scipy Spectrograms, Welch Periodogram, Coherence Plots were used. The data set consists of time-series from three detectors sampled at a rate of 2048 hz for a period of 2 seconds. To improve performance of Basic CNN Model improvement techniques, efficient net, batch normalization and drop out layers were used. The performance of the model was evaluated using loss and AUC score. The proposed model achieved a maximum AUC of 0.85.

hate-speech-and-fake-news-detection icon hate-speech-and-fake-news-detection

This project describes a hate speech classification model based on Distil-BERT. This project also describes a fake news classification model based on GloVe embeddings for feature extraction followed by training an LSTM model

hatexplain icon hatexplain

Can we use explanations to improve hate speech models? Paper accepted at AAAI 2021.

prediction-of-covid-19-infection-using-epidemiology-dataset icon prediction-of-covid-19-infection-using-epidemiology-dataset

We predicted and forecasted the COVID-19 outbreak in the World using a machine learning approach, the aim of the project is to provide data analysis of covid-19 using different kinds of ML models such as SVM, polynomial regression, and Facebook Prophet.

rollermadness icon rollermadness

A simple, single player, third person web game. Collect coins and avoid blocks.

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