Evaluating Large Language Models (LLMs)
English | Tutorial | Size: 2.15 GB
8 Hours of Video Instruction
Equips you with the knowledge and skills to assess LLM performance effectively
Evaluating Large Language Models (LLMs) introduces you to the process of evaluating LLMs, Multimodal AI, and AI-powered applications like agents and RAG. To fully utilize these powerful and often unwieldy AI tools and make sure they meet your real-world needs, they need to be assessed and evaluated. This video prepares you to evaluate and optimize LLMs so you can produce cutting edge AI applications.
Learn How To
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 systems
Evaluate a recommendation engine
Use evaluation to combat AI drift
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