About the STC

Welcome to the Short Term Course in Natural Language Processing

Date: June 03th-07th, 2024

Location: Department of CSE, NIT Rourkela, Odisha, India, 769008



Schedule

Class Topics Details Resources
Day 1 Introduction to Natural Language Processing
  • Text processing
  • Word Embedding
  • Text Classification
Day 2 Transformers
  • Basic architecture
  • Application to Text Classification
  • Sequence labelling with LSTM
Day 3 Machine Translation, Summarization
  • Basics of SMT, NMT and implementations
  • Basics of Abstractive and Extractive Summarization and implementations
Day 4 Question-Answering System, Chatbot Design
  • Designing a QA system, specifications, training, decoding and implementations
  • Designing Chatbots efficiently using pretrained models and models developed from scratch
Day 5 Language Models
  • Introduction to Probabilistic Language models with NLTK implementation
  • Design considerations of state of the art models like ChatGPT.
  • Implementation of Neural Language Models


Contact

Dr. Tapas Kumar Mishra

Email: mishrat (at) nitrkl (dot) ac (dot) in

Phone: (0661)2462374

© 2024 STC on NLP@NITR. All rights reserved.