LLM for private data (November 28, 2024) · Indico

LLM for private data

Thursday, November 28, 2024 - 9:00 AM

Monday, November 25, 2024
Tuesday, November 26, 2024
Wednesday, November 27, 2024
Thursday, November 28, 2024

9:00 AM Overview of Large Language Models (LLMs)
Overview of Large Language Models (LLMs)
9:00 AM - 9:30 AM
Introduction to LLMs and their capabilities in text generation and natural language processing.

9:30 AM Transformers
Transformers
9:30 AM - 11:00 AM
Discussion of transformer architecture, which forms the basis for LLMs. Presentation of the attention mechanism as a key element in LLMs, explaining how it allows models to selectively focus on specific information. Examples of attention model usage in LLMs.

11:00 AM Various Methods for Customizing LLMs
Various Methods for Customizing LLMs
11:00 AM - 12:00 PM
Introduction to different techniques used to customize LLMs for specific tasks, domains, and data.

12:00 PM Lunch break
Lunch break
12:00 PM - 1:00 PM

1:00 PM LLM Fine-Tuning
LLM Fine-Tuning
1:00 PM - 2:30 PM
The process of further training pre-trained LLMs on specific data. Utilizing fine-tuning to adapt the model for specific applications (practical exercises).

2:30 PM Retrieval Augmented Generation (RAG)
Retrieval Augmented Generation (RAG)
2:30 PM - 4:00 PM
Explanation of the RAG approach, which combines text generation with information retrieval from an internal document set. Practical examples of RAG usage. Examples of advanced techniques to enhance RAG performance (practical exercises).

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