Sequence-to-sequence framework with a focus on Neural Machine Translation based on PyTorch

list of efficient attention modules

[TPAMI 2023 ESI Highly Cited Paper] SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation https://arxiv.org/abs/2204.08808

This repository contains my research work on building the state of the art next basket recommendations using techniques such as Autoencoders, TF-IDF, Attention based BI-LSTM and Transformer Networks

Implementation of Transformer Pointer-Critic Deep Reinforcement Learning Algorithm

Implementation of Basic Conversational Agent(a.k.a Chatbot) using PyTorch Transformer Module

Using Bayesian optimization via Ax platform + SAASBO model to simultaneously optimize 23 hyperparameters in 100 iterations (set a new Matbench benchmark).

A PyTorch implementation of a transformer network trained using back-translation

Implementation of Transformer, BERT and GPT models in both Tensorflow 2.0 and PyTorch.

Codes and write-up for Red Dragon AI Advanced NLP Course.

The objective of the project is to generate a abstractive summary from a bigger article. The process includes all the preprocessing step and summarizing the whole article. This will be very helpful to get the important context of bigger article.

Enhancing burn severity mapping through dual-branch transformer network with bi-temporal Sentinel-2 multi-spectral images