LLMs and Text Processing – 28DIGITAL EA – Online Courses

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Course Content

Introduction to the course

Pre-assessment Quiz 1 Quiz

Lesson Content

Pre-assessment Quiz

Notebooks Instructions

Evolution of NLP & Getting Started 4 Topics | 1 Quiz

Lesson Content

0% Complete 0/4 Steps

History of NLP: part 1

History of NLP – Quiz

Getting started: setting up the environment and sending your first API request

Getting started: setting up the environment and sending your first API request – Practical Session

Exercise module

How LLMs “Think” & Generate 6 Topics | 2 Quizzes

Lesson Content

0% Complete 0/6 Steps

How LLMs Work: The Inference Pipeline – Video

How LLMs Work: The Inference Pipeline – Quiz

How LLMs Work: The Inference Pipeline – Text

The Attention mechanism – Video

The Attention mechanism – Quiz

LLM Inference: practical example – Video

LLM Inference: practical example – Practical Session

How LLMs “Think” & Generate – Exercise

Prompt Engineering & Structured Output 5 Topics | 1 Quiz

Lesson Content

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Prompting principles: Zero-shot, Few-shot, and Chain-of-Thought (CoT) – Video

Prompting principles: Zero-shot, Few-shot, and Chain-of-Thought (CoT) – Quiz

Advanced API Usage: handling JSON mode and enforcing output structures – Video

Advanced API Usage: handling JSON mode and enforcing output structures – Practical Session

System prompts and advanced promping techniques – Video

System prompts and advanced promping techniques – Practical Session

Running Models Locally 5 Topics | 1 Quiz

Lesson Content

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Deployment strategies – Video

Deployment strategies – Quiz

How to deploy an open model: the vLLM inference engine PART 1 – Video

How to deploy an open model: the vLLM inference engine PART 2 – Video

How to deploy an open model: the vLLM inference engine – Text

Running Models Locally – Exercise

RAG Part I – The Knowledge Base 8 Topics | 2 Quizzes

Lesson Content

0% Complete 0/8 Steps

Introduction to RAG – Video

Introduction to RAG – Quiz

Vector Embeddings: turning text into numbers – Video

Vector Embeddings: turning text into numbers – Quiz

Document parsing: how to read documents and prepare them for RAG – PT.1 – Video

Document parsing: how to read documents and prepare them for RAG – PT.2 – Video

Document parsing: how to read documents and prepare them for RAG – Practical Session

Chunking & Indexing: Breaking documents down and storing them – Video

Chunking & Indexing: Breaking documents down and storing them – Practical Session

RAG Part I – The Knowledge Base – Exercise

RAG Part II – Retrieval & Construction 6 Topics | 1 Quiz

Lesson Content

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Finding the right context: retrieval and similarity search – Video

Finding the right context: retrieval and similarity search – Quiz

The Naive RAG Pipeline: Linking Retrieval to Generation – Video

The Naive RAG Pipeline: Linking Retrieval to Generation – Practical Session

Improving Retrieval: filtering with metadata, hybrid search, re-ranking – Video

Improving Retrieval: filtering with metadata, hybrid search, re-ranking – Practical Session

RAG Part II – Retrieval & Construction – Exercise

RAG Evaluation 6 Topics | 2 Quizzes

Lesson Content

0% Complete 0/6 Steps

Safety & Guardrails: Preventing injection attacks and toxic outputs – Video

Safety & Guardrails: Preventing injection attacks and toxic outputs – Quiz

Safety & Guardrails: Preventing injection attacks and toxic outputs – Text

From Chatbots to Agents: Introduction to Tool Use – Video

From Chatbots to Agents: Introduction to Tool Use – Quiz

Practical tool use: how to give tools to an LLM to solve problems it usually fails at – Video

Practical tool use: how to give tools to an LLM to solve problems it usually fails at – Practical Session

Agents & Safety – Exercise

Post-assessment Quiz 1 Quiz

Lesson Content

Post-assessment Quiz

About Instructor

DICE DICE

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