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There are 3 modules in this course
Optimize AI Prompts for Cost & Quality is an essential intermediate course for developers, data scientists, and product managers who are ready to move beyond basic AI interactions and master the art of prompt engineering. In a world where AI-driven applications are becoming ubiquitous, the ability to control AI outputs for quality, cost, and ethical alignment is a critical skill. This course provides a complete toolkit to transform you from a casual user into a strategic prompt architect.
You will learn to design structured prompt templates that deliver consistent, high-quality results, drawing on real-world examples from AWS and the finance industry. You will then dive into the crucial area of AI ethics, learning to analyze and mitigate bias and hallucinations in model outputs to ensure your applications are trustworthy and fair. Finally, you will master the economics of AI by evaluating token usage and applying powerful optimization techniques to significantly reduce operational costs, inspired by strategies from Requesty.ai. Through hands-on exercises, AI-powered coaching, and a final project, you will be equipped to build AI solutions that are not only powerful but also efficient, reliable, and responsible.
This module lays the foundation for effective prompt design. Learners will move beyond simple questions to architecting sophisticated, structured prompts that guide AI models to produce precise and reliable outputs. You will learn to create templates that define roles, tasks, and output formats, ensuring your AI applications perform consistently and meet defined goals, based on practices from AWS and the finance sector.
What's included
2 videos1 reading1 assignment
Show info about module content
2 videos•Total 12 minutes
When Vague Instructions Lead to AI Chaos•6 minutes
Building Your First Structured Prompt Template•6 minutes
1 reading•Total 3 minutes
The Anatomy of a High-Performance Prompt•3 minutes
1 assignment•Total 30 minutes
Knowledge Check: Prompt Structure•30 minutes
Ensuring Ethical AI: Mitigating Bias and Hallucinations
Module 2•1 hour to complete
Module details
In this module, learners confront one of the biggest challenges in AI today: ensuring ethical and trustworthy outputs. You will learn to actively identify and analyze AI-generated content for hidden biases and factual errors (hallucinations). The module provides a framework for using prompt modifiers and evaluation techniques to mitigate these risks, drawing on the methods described in the arXiv research study.
What's included
2 videos1 reading2 assignments
Show info about module content
2 videos•Total 10 minutes
The Real-World Harm of a Biased Algorithm•4 minutes
A Framework for Testing AI Outputs•6 minutes
1 reading•Total 3 minutes
Identifying and Mitigating Bias and Hallucinations•3 minutes
2 assignments•Total 60 minutes
Knowledge Check: Ethical AI Concepts•30 minutes
Case Study: Bias-Aware Structured Prompt Design for the Smart-Support Feature•30 minutes
The Economics of AI: Optimizing Prompts for Cost
Module 3•1 hour to complete
Module details
This module focuses on the financial side of running AI applications. Learners will discover how AI models "charge" for their services through tokens and how inefficient prompts can lead to spiraling costs. You will learn practical techniques to analyze token usage and refine prompts to be more concise without sacrificing quality, based on the successful optimization strategies used by Requesty.ai.
What's included
2 videos1 reading2 assignments
Show info about module content
2 videos•Total 11 minutes
The Million-Dollar Comma: How Token Costs Explode•5 minutes
Analyzing and Shrinking Your Prompts•6 minutes
1 reading•Total 3 minutes
Introduction to Tokenomics: How to Measure and Reduce AI Costs•3 minutes
2 assignments•Total 60 minutes
Knowledge Check: Cost Optimization•30 minutes
AI Prompt Optimization Project•30 minutes
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Is financial aid available?
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