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 Courtyard by Marriott Chennai
Level - Intermediate/Advanced

Natural Language Processing (NLP) is a fascinating field of artificial intelligence that aims to bridge the gap between humans and machines by enabling computers to understand, interpret and generate human-like language. In recent years, the development of generative models has revolutionized the way we approach NLP tasks because of its innovative and generative capabilities. In this engaging MasterClass, we will immerse ourselves in the captivating world of Large Language Models, allowing us to gain practical experience and explore their intricacies in depth.

Module 1: Introduction to Generative AI

  • Introduction to Generative AI
    • NLP (GPT)
    • Code Generation (Co-Pilot)
    • Computer Vision (Mid-Journey)
    • Audio (OpenAI Whisper)
    • Video (Make-a-video)
    • Multimodal (GPT4, MUM)
  • The NLP Journey (TF-IDF to Sequence Modeling to Transformers)

Module 2: LM Fundamentals

  • Embeddings (word2Vec, GloVe, etc)
  • The OG Language Models (LSTMs, BERT, XLNET, Distill-BERT,GPT)
  • LM Fundamentals (Pretraining, Discriminative Fine Tuning)
    • Attention, Positional Embeddings
    • Foundation Models
    • Transfer Learning

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

Download the complete modules below.

Amar Lalwani


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