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PROJECTS

Computer Vision Projects
32

Following is a list of all my machine learning projects. Please click on any project panel to learn more about it.

Machine Learning Projects
10
NLP Projects
12

Social Distancing Tracker

CV

A program to detect people who are not adhering to a the social distancing norm.

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Fashion GAN

GAN

I built a custom GAN which can generate images of clothes. The GAN was trained on 937 images from the MNIST fashion dataset.

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Road Segmentation

CV

A Fully Convolutional Network that can segment roads in satellite Images.

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Facial Emotion Recognition

CV

A program that uses CNN to classify facial emotions into one of the five basic emotions - Fear, Anger, Disgust, Sadness, and Happiness.

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Happiness Estimation using tweets

NLP

Using sentiment analysis to estimate the happiness of cities by analyzing the location-enabled tweets.

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Roof Segmentation

CV

This project involves semantic segmentation of Indian rooftops from low-resolution satellite images.

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Air Pollution Forecasting

ML

Forecasting air pollution levels using a simple RNN.

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Face Attendance

CV

Used SOTA Face Recognition Models to create an identity recognition and tracking model to mark attendance in a medium-sized organization.

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Crowd Counter

CV

Counting People in Dense crowds is a laborious task, but this LSC-CNN implementation is the perfect solution which gives an accurate headcount.

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Live Face Recognition

CV

A face recognition model that can be used to recognize custom faces. I trained it to recognize faces from the famous sitcom 'Friends'.

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Character recognition in the Wild

CV

A CNN which is capable of recognizing characters from the English lexicon, in images.

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Fruit Classification using CNN

CV

A CNN that can recognize fruits in an image with a decent accuracy.

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Sentiment Analysis on Student Feedback

NLP

Using Sentiment analysis to analyze feedback from students. This can be used to gather and analyze large volumes of feedback.

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Twitter Sentiment Analysis

NLP

A project that explores diverse sentiment analysis models on live tweets.

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Video Incident Detection System

CV

Detecting and reporting incidents using advanced objects detection and tracking to observe vehicles on Highways. Currently deployed at multiple toll stations in Northern India.

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Nuclear Segmentation

CV

A Unet to segment nuclear region in cellular images.

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Geo Architect

CV

This project employees computer vision and Reinforcement learning to simulate eco-friendly and sustainable city growth. This project is a work in progress.

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Live Gesture Recognition

CV

A CNN to recognize gestures in real-time. This project employees basic computer vision techniques to isolate the hand and then use a neural network to predict the gesture.

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Live Squat Counter

CV

A program that can count the number of squats performed by a human subject through a webcam feed. This program uses Pose-net to accurately count the number of squats.

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Dog and Cat Classifier

CV

A CNN that can predict whether an image contains a cat or a dog. This was one of my first deep learning projects.

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In this ever-expanding world, 2.5 Million Terabytes of data are generated every day. Data science and machine learning can completely change the way people work and live. 

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