NOTABLE PROJECTS
Home (Django, PostgreSQL)
A real estate web app for property listing where realtors can add properties and people can query with multiple filters.
Tweety (PHP, MySQL)
A twitter clone built using core PHP. Basic functionalities include twitting, commenting, sharing, chatting etc.
Image Captioning (InceptionV3, TensorFlow)
An encoder decoder architecture for image captioning with CNN encoder and LSTM decoder. Images were from COCO dataset. Pretrained InceptionV3 model was used to extract features for encoder via transfer learning.
Machine Translation (TensorFlow)
An English to German machine translation model using TensorFlow’s custom layers and custom training loops.
Chatbot (Reformer, Trax)
A Reformer model is trained on the MultiWoz Dialogue Dataset to create a chatbot. Model needs further tuning and training but still grasps the content of the dialogue and generates sentences with syntax preservation more often than not.
Duplicate Finder (Python, Trax)
A Siamese network model trained on Quora questions pair dataset which detects duplicates with an F1 score around 80%.
VAE for CelebA (TensorFlow Probability, VAE)
A Variational Autoencoder model is trained on the subset of CelebA dataset, which can reconstruct and generate new celebrity images. Latent space is also explored and changed in desired direction to change attributes of input images.
KitKat (Android, Socket)
An android P2P chatting app with basic chatting and text file sharing capabilities. Only works with users on the same WiFi network.
Spaceball (Unity, C#)
A 3D endless runner game.