Mastering LLMs: A Deep Dive into Training, Finetuning, and Evaluating.

Calendar 7th October, 2023 clock 9:30 am - 5:30 pm location RENAISSANCE Bengaluru
Calendar 4th November, 2023 clock 9:30 am - 5:30 pm location Chennai
Level - Intermediate/Advanced

Are you a frequent user of ChatGPT and Bard? Ever wondered about the magic that powers these remarkable technologies? It’s all thanks to the incredible models known as Large Language Models (LLMs). LLMs have revolutionized the field of Natural Language Processing (NLP) and are the driving force behind countless NLP applications. The world of LLMs is buzzing with groundbreaking research and exciting advancements within the community. Brace yourself for an immersive MasterClass where we delve deep into the realm of LLMs, exploring their various types and uncovering the cutting-edge architectures that define the current state of the art. Get ready to unlock the secrets of LLMs and witness the future of language technology unfold before your eyes!

Here are the detailed module wise details-

Module 0: Introduction to LLMs

  • History of LLMs
  • What are LLMs?
  • Why LLMs?
  • What are the different types of LLMs?
    • Continuing the text
    • Dialogue Optimized

Module 1: Understand the current state of the art of LLMs

  • Transformers
  • BERT
  • GPT and its variants
  • ChatGPT
  • Bard
  • LIMA
  • Falcon

Module 2: Training LLMs and their Best Practices

  • Build vs Buy Pre Trained LLM models?
  • Understand the scaling laws
  • What are the challenges while training LLMs from scratch?
  • How to train LLMs from scratch?
  • Pretrain LLM on a domain specific datasets
  • How to evaluate LLMs?

Note: These are tentative details and are subject to change.

Download the complete modules below.

Prashant Sahu

Manager - Data Science
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