Projects

I have worked on projects mainly in the domains at the intersection of image processing , deep learning for computer vision and machine learning , and a few related to the basics of Artificial Intelligence. A few of them are listed below :

Computer Vision and Image Processing

1. Naive methods for Image Similarity checks My summer internship experience with Yrals Digitals , Mumbai .

2. Speed Sign Detector A hackathon sans GPUs. Bounding Box predictions for speed signs on Indian Roads.

3. American Sign Language Recognizer using Hidden Markov Models The link will open upto a Jupyter Notebook showcasing the project work on ASL Recognizer using HMMs. This project was done in correspondence with a nanodegree course provided by Udacity. The project is an implementation of the Georgia Tech Paper on ASLR and provided a great learning curve for temporal models like HMMs for video sequences and model selection techniques such as AIC, BIC etc.

Computer Vision and NLP

1. A Spin on conventional Image Captioning Hindi Image Captioning with cultural context

Natural Language Processing

1. Script Generation for Simpsons A classic fun project to generate a scene between Moe Szyslak and Homer Simpson in Moe’s Tavern using Long Short Term Memory + Recurrent Neural Networks.

2. Statistical Machine Translation An encoder-decoder based architecture in TensorFlow for translating text between English and French on a small coropora.

Computational Physics

1. Monte Carlo Simulations of Ising Model

Artificial Intelligence

Links to be updated soon.

1. Bayes Net Inference Tool A bayes net inference tool for a given bayes net incorporating the property of markov blankets done as a part of course project in Artifical Intelligence.

2. Isolation using MiniMax Algorithm and Alpha Beta Pruning

Quantum Computation

Links to be updated soon.

1. Algorithm to Construct the Ground State Wave function by Imaginary Time Propagation Method