Projects

Mental health LLM Chatbot

Developed this project while leading the ML team at Omdena.
An innovative chatbot designed to diagnose mental health issues such as social media addiction, social…

Hybrid LSTM for NIFTY50 predictions

Stock market prediction using Long Short Term Memory Networks (LSTMs)

Movie Reviews Sentiment Analysis

A multilayer perceptron model to classify the movie reviews from the IMDB dataset as positive or negative. The obtained accuracy on test set is 85%.

COVID Multiclassifier

A machine learning model which uses Siamese network based architecture to perform multi-class classification to identify and separate Pneumonia, Normal, COVID-19, and Severe…

Fashion MNIST Analysis

Convolutional Neural Networks implementation using Keras API for analysis on the fashion MNIST dataset. The obtained accuracy on the test set is 86%.

Imagenet4U

Implementation of deep CNN to classify horses, dogs, humans and cats trained on a part of the imagenet dataset. Training and validation generator used in pipeline to…

MNIST Analysis

Implementation of a small size convolutional neural network using Keras API and Naive Bayes classifier for recognition of handwritten digits using the MNIST dataset. The…

Housing Prices Prediction

Analysis of performance of linear regression against a neural network on the house prices dataset of Kaggle challenge.

Emoji Predictor

Implementation of sequence models, here LSTM RNN to predict emoji for a given line of text. The achieved accuracy is 76%.

Real-time face recognition

A project which uses the K-Nearest Neighbours algorithm to recognise single/multiple faces from the live video frames.

Titanic Survivor Prediction

Implementation of decision tree classifier from scratch and comparison against sklearn implementation of decision trees and random forest on Kaggle’s Titanic Survivor…

CraSOS

A standalone device with the capabilities of accident prevention, detection and recovery. On collision detection, SOS message(containing location, medical info) generated…

Lane Detection App

Lane detection app which is primarily used for Path Planning for Self Driving Cars.