Projects

Fine Tuning OCR Free Document Understanding Transformer for Image-to-Text Captioning

Keywords - Deep Learning, Multi-Modal, Image-to-Text, Multiheaded Attention, Encoder-Decoder, PyTorch, Hugging Face, GPU, SGD, AdamW, Levenshtein Distance, Cross Entropy Loss, Attention Mask

Adapting to Context: A Case Study on In-Context Learning of Decision Tree Algorithms by Large Language Models

Keywords - Deep Learning, LLMs, GPT2, In-Context-Learning, Pre-Training, PyTorch, Decision Trees, Gaussian Distribution, Noisy Training, Out-of-Distribution, Prompting, Root-Mean-Squared-Error

Fine-tuning Vision Transformer-Based Model for Pose-Estimation

Keywords - Deep Learning, BLIP, Vision Transformer (ViT), Fine-Tuning, Vision-Language Pretraining (VLP), PyTorch, Mean Absolute Error (MAE), Causal Language Modelling, Self-Attention

Facial Recognition using eigenfaces/fisherfaces using an SVM Classifier

Keywords - Support Vector Machines, Principal Component Analysis, Eigen Faces, Fisher Faces, Linear Discriminant Analysis

Analyzing Spatio-Temporal Travel Times using Crowd-sourced Data

Exploring the bittersweet relationship of schools’ closure and smog – an effective step in alleviating traffic congestions?