Foundations of LLMs and Llama development

Overzicht

Begin your journey into AI assistant development by mastering the fundamentals of Large Language Models (LLMs) and Llama. Learn to set up your development environment, build your first LLM-enabled chatbot, and understand the basics of prompt engineering while working with industry-standard tools and frameworks.

Lesprogramma

• Introduction to Large Language Models (LLMs)
Overview of LLMs and their role in AI
Key concepts and terminology
• Understanding Llama
What is Llama? Origins and evolution
Comparing Llama with other LLMs
• Setting Up the Development Environment
Required software and tools installation
Configuration and best practices
Git and version control basics
• Building Your First LLM-enabled Chatbot
Introduction to chatbot architecture
Designing conversational flows
Implementing a basic Llama-powered chatbot
• Basics of Prompt Engineering
Understanding prompt design
Techniques for effective prompting
Testing and refining prompts
• Industry-standard Tools and Frameworks
Overview of popular AI frameworks
Integrating LLMs using APIs and SDKs
Hands-on with popular LLM libraries
• Ethical Considerations and Challenges
Bias and fairness in LLMs
Privacy and security concerns
Responsible AI development
• Capstone Project
Design and develop a custom LLM application
Peer review and feedback sessions
Presentation and demonstration of the final project

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Gegeven door

Taught by Meta Staff

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Vakgebieden

Computer Science