LLM Evaluation Courses and Certifications

Coursera Microcredential

LLM Optimization & Evaluation

Master the complete lifecycle of LLM optimization through hands-on experience with production-ready techniques, evaluation methods, cost reduction, and deployment strategies.

• Coursera
• 4 weeks, 10 hours a week
• On-Demand
• Paid Course
• 12 courses

LLM Benchmarking and Evaluation Training

Master LLM evaluation techniques using ROUGE, GLUE, and BIG-bench frameworks while building chatbots and sentiment analysis tools with hands-on demos in LangChain and ChromaDB.

• Coursera
• 5 hours 35 minutes
• On-Demand
• Paid Course

Behavioral Benchmarking of LLMs

Explore LLM evaluation beyond accuracy through hands-on experiments with token efficiency, temperature effects, output consistency, and hallucination detection using API testing.

• CodeSignal
• 1 hour
• On-Demand
• Free Certificate

Trelis Research

Mistral Large vs GPT-4: Practical Benchmarking and LLM Evaluation

Explore practical benchmarking of Mistral Large vs GPT4. Compare performance, run custom evaluations, and gain insights into LLM capabilities for informed decision-making.

• YouTube
• 28 minutes
• On-Demand
• Free Video

MLOps.community

Navigating via Retrieval Evaluation to Demystify LLM Wonderland

Explore retrieval evaluation's crucial role in LLM applications, focusing on its impact on response quality. Delve into the link between retrieval accuracy and answer quality, emphasizing thorough evaluation methods.

• YouTube
• 13 minutes
• On-Demand
• Free Video

Visual Studio Code

Automated Evaluation of LLM Apps with Azure AI-Generative SDK

Learn to evaluate and improve LLM applications using Azure's AI-generative SDK. Explore prompt-only and RAG approaches, quality assessment techniques, and automated evaluation methods for enhancing AI-powered chatbots and systems.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Unify

Aligning LLM-Assisted Evaluation of LLM Outputs with Human Preferences

Explore EvalGen, an interface for automated assistance in generating evaluation criteria and implementing assertions for LLM outputs aligned with human preferences.

• YouTube
• 57 minutes
• On-Demand
• Free Video

MLOps World: Machine Learning in Production

LLM Evaluation Framework for Crafting Delightful Content from Messy Inputs

Explore an evaluation framework for LLM outputs, transforming diverse textual inputs into delightful content. Learn metrics for assessing quality, relevance, and information preservation.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Snorkel AI

LLM Evaluation for Production Enterprise Applications

Explore LLM evaluation for enterprise applications, covering metrics, approaches, and tools to ensure accuracy, compliance, and suitability for organizational needs.

• YouTube
• 25 minutes
• On-Demand
• Free Video

MLOps.community

Task Utility Evaluation Framework for LLM-Powered Applications

Discover how to evaluate and verify the utility of LLM applications using AgentEval framework, focusing on aligning functionality with user needs and measuring task execution efficiency.

• YouTube
• 28 minutes
• On-Demand
• Free Video

OpenSource Connections

From LLM-as-a-Judge to Human-in-the-Loop - Rethinking Evaluation in RAG and Search

Explore RAGElo, an ELO-style ranking framework for evaluating LLM judges in RAG systems, plus human-in-the-loop tools for better search relevance assessment.

• YouTube
• 46 minutes
• On-Demand
• Free Video

OpenSource Connections

Judge Moody's - Automating Semantic Search Relevance Evaluation with LLM Judges

Discover how Moody's automated semantic search evaluation using LLM judges, achieving 80% agreement with experts while cutting experiment time from days to minutes.

• YouTube
• 48 minutes
• On-Demand
• Free Video

MLOps World: Machine Learning in Production

LLM Observability Panel - Monitoring and Evaluation in Production AI Systems

Explore LLM observability insights from industry experts at Galileo, DraftKings, Target, and PIMCO, covering monitoring, evaluation, and reliability in production AI systems.

• YouTube
• 33 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

Aligning LLM-Assisted Evaluation with Human Preferences

Explore the critical relationship between LLM-assisted evaluation methods and human preferences in validating AI outputs, examining key alignment challenges and solutions.

• YouTube
• 17 minutes
• On-Demand
• Free Video

Conf42

Testing LLM-Powered Applications - Best Practices and Evaluation Methods

Master essential strategies and methodologies for testing LLM applications, covering security concerns, evaluation metrics, adversarial testing, and practical tools for building robust AI systems.

• YouTube
• 19 minutes
• On-Demand
• Free Video