Model Evaluation Courses and Certifications

Model Evaluation and Optimization

Master advanced techniques for evaluating and optimizing regression models, from cross-validation to hyperparameter tuning and regularization methods for enhanced predictive accuracy.

• CodeSignal
• 2 hours
• On-Demand
• Free Certificate

Coursera

Model Evaluation and Benchmarking

Master evaluation techniques for text and image generative models using metrics like BLEU, ROUGE, FID, and CLIP, plus design comprehensive benchmarking frameworks with automated testing.

• Coursera
• 6 hours 53 minutes
• On-Demand
• Paid Course

No-Code Model Evaluation, Communication, and Business Impact

Master model evaluation beyond accuracy, testing against changing data and communicating insights for maximum business reliability and impact.

• Coursera
• 3 hours 18 minutes
• On-Demand
• Paid Course

Data Science Festival

Choosing the Right LLM - A Framework for Model Evaluation and Selection

Discover a systematic approach to evaluating and selecting Large Language Models for specific tasks, focusing on practical frameworks and custom testing methods for optimal results.

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

Weights & Biases

Evolving Large Language Model Evaluation - Practices and Insights from the Swallow Project

Explore LLM evaluation challenges and latest trends across knowledge, reasoning, multilingual support, and agents, featuring Swallow Project's Japanese evaluation frameworks.

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

Deep Dive into Regression and Classification Metrics

Master essential machine learning metrics for evaluating regression and classification models, from basic error measurements to advanced ROC curves and confusion matrices.

• CodeSignal
• 2 hours
• On-Demand
• Free Certificate

Scoring LLM Outputs with Logprobs and Perplexity

Explore how to evaluate LLM output quality using log probabilities and perplexity metrics to analyze model confidence and fluency from the inside out.

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

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

Coursera

Evaluate LLMs: Test and Prove Significance

Master statistical methods to rigorously validate LLM performance improvements using confidence intervals, hypothesis testing, and compelling visualizations for data-driven decisions.

• Coursera
• 3 hours 13 minutes
• On-Demand
• Paid Course

Machine Learning With Big Data

14 reviews

Explore, analyze, and leverage big data using machine learning techniques. Learn to design approaches, prepare data, construct models, and scale solutions using open-source tools and Spark.

• Coursera
• 20 hours 6 minutes
• On-Demand
• Paid Course

Machine Learning Operations with Vertex AI: Model Evaluation

Gain insights into machine learning model evaluation using Vertex AI, covering metrics, methodologies, and best practices for both generative and predictive AI models.

• Coursera
• 1 hour 47 minutes
• On-Demand
• Paid Course

Coursera

Model Training & Evaluation

Master machine learning model training and evaluation through PyTorch practice, exploring mini-batch training, learning-rate schedulers, loss curve analysis, and class-imbalance techniques.

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

Microcredential

LLM Metrics and Trade-Offs

Master LLM evaluation using BLEU, ROUGE, F1, and HELM metrics while navigating accuracy, latency, cost, and scalability trade-offs plus addressing bias and ethical concerns.

• Codecademy
• 10 hours
• On-Demand
• Free Trial Available

DigitalSreeni

Understanding the Training and Validation Loss Curves

Interpret loss curves from neural network training using Wisconsin breast cancer dataset. Explore various scenarios including underfitting and good fit.

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