AI Engineering 101 and 201 Workshops

from AI Engineer Summit 2023

AI Engineering 101

Introductory course for AI Engineers, free for preregistered Summit attendees. Build 5 small projects covering GPT3 API Basics, Prompt Tooling and Memory , Code Generation with GPT4, Image Generation with Dall-E, Stability AI, Lexica, and Midjourney, Speech-to-Text with Whisper. First public run through of the Latent Space University material led by instructor Noah Hein!

AI Engineering 201a

Part I: Running Inference:

• What is the workload?

• Open vs Proprietary Models

• Execution

• End User Device

• Over a Network

• Serving Inference

AI Engineering 201b

Part Two - The Rest of the Owl

• 00:00 Intro

• 01:09 Patterns for Language User Interfaces

• 06:19 RAG: Information Retrieval for Generation

• 21:52 Function Calling: Structured Outputs and Tool Use

• 35:03 Agents and Cognitive Architectures

• 40:52 Shipping to Learn in ML + AI

• 45:42 LLM Monitoring and Observability Tools

• 49:42 Evaluating LLMs

• 55:48 Inspirational Outro

Other AI Eng Curricula from the community

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