Complete Guide to Evaluating Large Language Models (LLMs)
.MP4, AVC, 1280x720, 30 fps | English, AAC, 2 Ch | 7h 56m | 1.32 GB
Instructor: Sinan Ozdemir
In this comprehensive course, AI and LLM expert Sinan Ozdemir shares with you the knowledge and skills to assess LLM performance effectively. Get a detailed introduction to the process of evaluating LLMs, Multimodal AI, and AI-powered applications like agents and RAG. Learn how to thoroughly assess and evaluate these powerful and often unwieldy AI tools so you can make sure they meet your real-world needs. This course prepares you to evaluate and optimize LLMs so you can produce cutting edge AI applications.
Learning objectives
- Distinguish between generative and understanding tasks.
- Apply key metrics for common tasks.
- Evaluate multiple-choice tasks.
- Evaluate free text response tasks.
- Evaluate embedding tasks.
- Evaluate classification tasks.
- Build an LLM classifier with BERT and ChatGPT.
- Evaluate LLMs with benchmarks.
- Probe LLMs.
- Fine-tune LLMs.
- Evaluate and clean data.
- Evaluate AI agents.
- Evaluate retrieval-augmented generation (RAG) systems.
- Evaluate a recommendation engine.
- Use evaluation to combat AI drift.
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