Prompt Engineering Essentials

Unlock Power of Prompts to make most out of Large Language Models!

Duration

16 hrs

Level

Basic Level

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The Prompt Engineering Essentials course is designed to equip every AI enthusiast with the knowledge and skills necessary to leverage the power of generative AI, specifically focusing on prompt engineering. Participants will gain a deep understanding of how to create effective prompts for AI models like ChatGPT, Bard and more. The course will cover various types of prompts, best practices in prompt engineering, and practical applications in diverse fields including Content Creation, Communication, Continuous Learning, Natural Language Processing, Question-Answering, Sentiment Analysis, and Conversational AI.

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This course is ideal for:

Business leaders, Executives, Managers, AI enthusiasts and researchers seeking to explore generative AI
Software developers and engineers interested in incorporating AI into their applications
Data scientists looking to enhance their NLP skills
Anyone interested in the intersection of Software development and AI

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Introduction

Walkthrough of the Environment
Introduction to the Course
Basics of Prompt Engineering
The Role of Prompts in AI

Introduction to Prompts

Understanding Why Prompts Matter
Real-World Applications
Prompts vs Traditional Inputs

Before You Take-off

Contextual Inaccuracies
Handling Randomness and Biases in Responses
Managing Hallucination
Prompt Size Limitations
Overcoming Language and Cultural Hurdles
Privacy and Security Concerns
Getting Ethical Responses

Types of Prompts

Simple Prompts
Instructional Prompts
Example-Based Prompts

Introduction of Prompt Engineering

Designing Clear and Concise Prompts
Best Practices in Prompt Creation
Using Prompt Engineering Tools

Enhancing Language Models

Introduction to Language Models
Prompting Strategies
Pre-trained Models

Making the Most from Patterns

Leveraging Patterns in Prompts
Persona Pattern
Reinforcement and Feedback
Adjusting Temperature and Max Tokens
Chain of Thought Pattern
ReAct Pattern
Game Play Pattern
Cause and Effect
Scenario-based
Menu Actions Pattern
Combining Multiple Patterns

More Patterns and Templates

Template-Based Prompting
Direct Questioning
Comparison
Problem-Solving
Summarization
Opinion/Recommendation
Completion/Prediction
Clarification
Action-Oriented – Tips and Hacks
Storytelling

Text Augmentation

Expanding Prompt Variability
Data Augmentation Techniques
Hands-On: Data Augmentation

Evaluating Prompts

Metrics for Prompt Evaluation
Human Evaluation Methods
Understanding Prompt Quality

Applications of Prompt Engineering

Natural Language Processing
Question-Answering
Sentiment Analysis
Conversational AI

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