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Evaluate & Optimize LLM Performance
Coursera
Course
Unknown

Evaluate & Optimize LLM Performance

Coursera

An intermediate course focused on evaluating and optimizing Large Language Models using objective tests and data-driven strategies to improve AI applications.

Unknown3 weeksEnglish

About this Course

You've integrated a powerful Large Language Model (LLM) into your application. The initial results are impressive, and your team is excited. But then the hard questions start. Is the new prompt really better than the old one, or does it just "feel" better? How do you prove to stakeholders that switching from GPT-3.5 to GPT-4 is worth the extra cost? When you have two models that give slightly different answers, how do you decide which one is objectively superior? After completing this course, you will have the confidence to lead your team in making smart, evidence-based decisions that measurably improve your AI applications. Ready to Become an LLM Expert? It's time to bring scientific rigor to the art of AI. Enroll in Evaluate & Optimize LLM Performance and gain the essential skills to build, validate, and perfect the next generation of language models

What You'll Learn

  • Evaluate LLMs with precise metrics such as BLEU and ROUGE
  • Conduct A/B tests to confirm statistical significance
  • Optimize model performance through data-driven strategies

Prerequisites

  • Basic familiarity with LLM concepts
  • Willingness to engage in practical exercises and case studies

Instructors

L

LearningMate

Topics

Machine Learning
Data Science
Design and Product
Computer Science
Statistical Analysis
Business Metrics
Model Evaluation
Prompt Engineering
Performance Metric
Test Script Development

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

تعلم الآلة
علم البيانات
تصميم المنتج
علوم الحاسوب
التحليل الإحصائي
مؤشرات الأعمال
تقييم النماذج
هندسة العبارات الاستفهامية
Performance Metric
Test Script Development

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