LLM Evaluation Courses and Certifications

Career Certificate

LLM Evaluation Techniques in Practice

Practice benchmarking LLMs on question answering and text generation with automated metrics, logprobs, perplexity, and behavioral tests.

• CodeSignal
• 4 hours
• Self-Paced
• Free Certificate
• 4 courses

Coursera Career Certificate

LLM Optimization & Evaluation

Evaluate and optimize large language models: run statistical significance tests, diagnose hallucinations from logs, track experiments with DVC and W&B, and cut LLM operational costs.

• Coursera
• 4 weeks, 10 hours a week
• Self-Paced
• Paid Course
• 13 courses

LLM Benchmarking and Evaluation Training

Evaluate large language models with ROUGE, GLUE, SuperGLUE, and BIG-bench, and build summarization, chatbot, and sentiment analysis demos using LangChain and ChromaDB.

• Coursera
• 3 weeks, 2 hours a week
• Self-Paced
• Paid Course

LLM Evaluation Techniques in Practice

Learn practical techniques for evaluating large language models across question answering and text generation tasks. Compare model behavior using reference-based metrics, semantic similarity, log prob

• edX
• 1 week, 2-4 hours a week
• Self-Paced
• Free Online Course (Audit)

Weights & Biases

Beyond the Vibes - Learnosity's Journey to a Robust LLM Evaluation Framework

Discover how to build structured, data-driven frameworks for evaluating LLMs in educational products using synthetic data generation and validation pipelines.

• YouTube
• 13 minutes
• Self-Paced
• Free Video

Weights & Biases

The Evolution of LLM Evaluation and Japan's Cutting-Edge Benchmarks on the Nejumi Leaderboard

Explore Japan's largest LLM evaluation platform and learn how W&B's Nejumi Leaderboard evolved from initial version to v4, sharing operational insights and future prospects.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

Benchmarking LLMs with QA

Benchmark large language models with QA tasks, prompting strategies, fuzzy matching, and smart scoring to compare model performance.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Scoring LLM Outputs with Logprobs and Perplexity

Evaluate LLM fluency and sentence likelihood using token log probabilities and perplexity.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Behavioral Benchmarking of LLMs

Use lightweight API experiments to investigate LLM token efficiency, temperature sensitivity, output consistency, and hallucination detection.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Testing AI Systems with DeepEval: AI Agents, Chatbots & RAG

2313 ratings at Udemy

Test AI Agents, Chatbots & RAG Apps with DeepEval using Metrics, Tracing, Goldens, Safety Evals & G-Eval Custom Metrics

• Udemy
• 8 hours 44 minutes
• Self-Paced
• Paid Course

Coursera

Evaluating Large Language Model Outputs: A Practical Guide

Evaluate LLM outputs with foundational metrics, Vertex AI Automatic Metrics and AutoSxS, and human judgment, and anticipate evaluation trends across text, image, and audio generation.

• Coursera
• 2 hours 13 minutes
• Self-Paced
• Paid Course

Coursera

Evaluate & Optimize LLM Performance

Bring scientific rigor to AI: score LLM outputs with BLEU, ROUGE-L and cosine similarity, then compare models through A/B tests, p-values and confidence intervals.

• Coursera
• 3 weeks, 1 hour a week
• Self-Paced
• Paid Course

Coursera

Safeguard LLM Outputs: Test and Evaluate

Build an adversarial safety test suite for LLM outputs with pytest, then harden it using mutation testing with mutmut to expose gaps in your safety net.

• Coursera
• 3 hours 27 minutes
• Self-Paced
• Paid Course

Coursera

Building Reliable LLM Systems

Evaluate LLM outputs with BLEU, ROUGE-L and cosine similarity, trace hallucinations through retrieval logs, prove gains with A/B tests, and tune SQL and vector search.

• Coursera
• 5 weeks, 4 hours a week
• Self-Paced
• Paid Course

Gen AI Dev- Implement Evaluation Systems for Generative AI

Build evaluation systems for generative AI that measure relevance and accuracy, compare models, and support continuous quality improvement.

• Coursera
• 1 hour
• Self-Paced
• Paid Course