Machine Learning

Developed a project on controllable movie plot generation from posters using CLIP for image embeddings, a mapping transformer, and GPT-2 for text generation.

Generation of Human Face Images using Text (B.E. Thesis Project). Developed a novel architecture for generation of human face images from textual descriptions. Combination of text encoder, conditioning augmentation, GANs and feature tuning is used to produce high quality images.

Research project on exploration of feature subset selection using genetic algorithms. Feature subset selection is a NP hard problem and involves selecting of subset of features to increase accuracy and reduce dimensionality. Proposed a wrapper based solution using Vortex Search Algorithm which is a meta-heuristic inspired from vortex pattern created by the vertical flow of the stirred fluids.

Trust in Whatsapp Social Network and Finding most trustworthy group Proposed novel method to find out trust in social network using text, image, audio and video chat communication and calulated relationship index to get the most trustworthy link.

Food Dishes Recipe Recommendation System. An android application which scans the refrigerator image to recognise the food ingredients using image processing and gives a dish using recipe recommendation algorithm. Not currently open-sourced. Tech - Frontend, Android; Backend - Rails, SQLite; ML - OpenCV, Tensorflow, CNN.