This repository contains the slides and materials from the invited workshop organized by HT Media Group in August 2025.
- Event: NLP Workshop
- Date: 26 August 2025
- Location: Online
- Organizer: HT Media Group
The full workshop recording is available on YouTube: Watch Here
Advanced NLP with Transformers
This workshop introduced participants to the foundations and applications of large language models (LLMs), with focus on adaptation strategies like prompting, RAG and fine-tuning. In addition, current research trends and recent advances in the field were explored. The session covered both conceptual insights and practical strategies for applying LLMs in real-world contexts.
slides.pdf— main presentation deckFull_finetuning_structured.ipynb— full fine-tuning implementation for structured dataFull_finetuning_unstructured.ipynb— full fine-tuning implementation for unstructured dataLoRA_finetuning_structured.ipynb— LoRA fine-tuning implementation for structured datareferences.md— curated resources and reading list
The Retrieval Augmented Generation (RAG) implementation demonstrated during the workshop was authored by V.Agam and is available at: RAG Implementation Repository
This link is provided for participant exploration and further study.
- Code (Jupyter notebooks): MIT License
- Slides and written material: CC BY 4.0