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Swapnil Tiwari's Projects

covid-19-radiography-results-prediction-using-cnns icon covid-19-radiography-results-prediction-using-cnns

In this repository I have utilised Convolutional Neural Networks to predict whether the images detect a covid+ve patient, viral pneumonic patient and a normal patient. The dataset is Covid 19 Radiography Database which has been updated as on 5 January 2021

designing-p-pi-and-pid-controllers-in-python icon designing-p-pi-and-pid-controllers-in-python

This repository utilises python to design Proportional, PI and PID cntrollers in python and depicting their Peak Times, Maximum Overshoots and settling time using signal Processing and matlab libraries

recommender-systems-using-ml-dl-and-market-basket-analysis icon recommender-systems-using-ml-dl-and-market-basket-analysis

This repository consists of collaborative filtering Recommender systems like Similarity Recommenders, KNN Recommenders, using Apple's Turicreate, A matrix Factorization system from scratch and a Deep Learning Recommender System which learns using embeddings. Besides this Market Basket Analysis using Apriori Algorithm has also been done. Deployment of Embedding Based Recommender Systems have also been done on local host using Streamlit, Fast API and PyWebIO.

time-series-and-anomaly-detection icon time-series-and-anomaly-detection

In this repository, I have used ARIMA,SARIMA,AutoArima,ANN,CNN and LSTMs for time series modelling and Anomaly detection has been done using LSTM+Autoencoders.

twitter-us-airline-sentiment-analysis icon twitter-us-airline-sentiment-analysis

In this repository I have utilised 6 different NLP Models to predict the sentiments of the user as per the twitter reviews on airline. The dataset is Twitter US Airline Sentiment. The best models each from ML and DL have been deployed. It employs text preprocessing,

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