Evaluation And Cost Optimization in Generative AI

SKU: M2199
4 Lesson
|
3 Hours
Generative AI Evaluation and Cost Optimization focuses on measuring LLM quality, improving AI response accuracy and reducing infrastructure costs in production AI systems. It covers prompt evaluation, hallucination reduction, token optimization, caching strategies, API usage monitoring and performance benchmarking using OpenAI Evals, Hugging Face Evaluate and LangSmith.

Overview

Prerequisite

  • Introduction to Generative AI
  • Large Language Models (LLMs)
  • Prompt Engineering
  • Application Development with Generative AI
  • Retrieval Augmented Generation (RAG)
  • Multi-Model Implementation in Generative AI

What Will You Learn

  • Evaluate LLM performance using industry-standard metrics
  • Reduce hallucinations and improve AI response accuracy
  • Benchmark models using OpenAI Evals and Hugging Face Evaluate
  • Optimize prompts for better quality and lower token usage
  • Manage API costs and rate limits in production AI applications
  • Implement caching and embedding reuse strategies
  • Monitor generative AI systems using LangSmith and OpenAI tools
  • Improve scalability and performance of enterprise AI applications

Key Features

Course Curriculum

1. Key Metrics for Evaluating LLM Performance
2. Human Evaluation vs Automated Evaluation Methods
3. Benchmarking Models using OpenAI Evals and Hugging Face Evaluate
1. Prompt Testing and A/B Evaluation Techniques
2. Reducing Hallucinations and Improving Response Quality
3. Monitoring Model Performance in Production
1. Understanding Token Usage and Pricing Models
2. Managing API Usage and Rate Limits
3. Efficient Model Selection for Cost Control
1. Prompt Optimization and Context Management
2. Using Caching and Embedding Reuse
3. Monitoring and Logging with LangSmith and OpenAI Tools
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Course Fees

Online Class Room Program

US $ 199.00
100% Money Back Guarantee
  • Duration : 3 Hrs
  • Plus Self Paced

Classes Starting From

  • Fast Track Batch 28 May 2026
  • Weekday Batch 01 Jun 2026
  • Weekend Batch 30 May 2026

Corporate Training

Corporate Training
  • Customized Training Delivery Model
  • Flexible Training Schedule Options
  • Industry Experienced Trainers
  • 24x7 Support

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