PART 3: LLMs & Prompt Engineering

PART 3: LLMs & Prompt Engineering

Tools & LLM Options

Tools & LLM Options
Tools & LLM Options

Introduction to Prompt Engineering

Learn the Art of Designing Effective Prompts for Language Models

In this course, you will dive into the world of prompt engineering and discover the techniques and strategies to create powerful prompts that yield accurate and relevant responses from language models. Whether you are using ChatGPT, Bard, Claude, GPT-4, DALL-E, or Midjourney, understanding prompt engineering is crucial for optimizing your results. Throughout the course, you will learn the fundamentals of prompt engineering, explore advanced techniques for prompt optimization, and develop a testing framework to evaluate and refine your prompts. By the end of this course, you will have the necessary skills to engineer prompts that effectively communicate with language models and achieve your desired outcomes.

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Learn the Basics of Prompting

Unlock the Power of Prompts in Language Models

This course provides a comprehensive introduction to prompt engineering, a crucial skill for effectively utilizing large language models like ChatGPT and Bard. Discover the art and science of designing optimal prompts that elicit accurate and relevant responses from AI models. Learn techniques to enhance ad hoc prompting and master advanced strategies to improve performance and generate high-quality outputs. Gain insights into the iterative process of prompt testing and refinement. By the end of this course, you will be equipped with the knowledge and skills to engineer prompts that maximize the potential of language models and achieve desired outcomes.

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Mastering Prompt Formatting

Learn how to effectively prompt large language models

This course teaches you the essential techniques and strategies for effectively prompting large language models. You will learn how to use Markdown, role play, be specific, keep one topic per thread, use examples, and regenerate responses. By mastering these prompting basics, you will be able to communicate your instructions clearly and get accurate and relevant responses from the models.

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Effective Prompt Formatting and Output Control

Learn how to format your prompts and control the output of AI models for more accurate and secure results.

This course teaches you the essential techniques for formatting prompts and controlling the output of AI models. You will learn how to structure prompts effectively to get consistent and precise responses. Additionally, you will explore advanced formatting techniques such as using delimiters, requesting structured output, and leveraging variables and input/output tags. Furthermore, you will discover strategies for controlling the format of the output, including adversarial prompting defense techniques and the use of the Guardrails open-source project. By the end of this course, you will be able to create well-structured prompts and ensure secure and reliable outputs from AI models.

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Introduction to Prompt Chaining

Master the technique of prompt chaining to enhance the performance of language models

This course provides a comprehensive introduction to prompt chaining, a powerful technique for improving the outputs of large language models. You will learn what prompt chaining is, the different types of prompt chains, and how to effectively chain prompts to achieve desired results. By the end of this course, you will have the knowledge and skills to confidently apply prompt chaining in various scenarios.

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Mastering Few Shot Prompting

Learn how to customize GPT for your specific tasks using Few Shot Prompting

This course will teach you the ins and outs of Few Shot Prompting, the leading way to customize GPT for your specific task or use case. You will learn what Few Shot Prompting is and how it differs from other methods like zero-shot prompting and fine-tuning. You will also discover when to use Few Shot Prompting and when to avoid it. Finally, you will explore best practices for implementing Few Shot Prompting, including determining the number of examples, adding few shots to your prompt, and crafting effective few-shot prompts for your business applications.

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Prompt Templating Course

Master the Art of Prompt Templating and Enhance AI Models

This course provides a comprehensive guide to prompt templating, a powerful technique that enhances the efficiency and effectiveness of AI prompts. You will learn how to incorporate placeholders and variables to create reusable templates, customize prompts for different contexts, and create a prompt library for easy access and organization. By the end of this course, you will have the skills to optimize AI models and improve the user experience.

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Fine Tuning and AI-Assisted Prompting

Master the techniques of fine-tuning language models and leveraging AI-assisted prompting

This course explores the concepts of fine-tuning language models and AI-assisted prompting. You will learn how to refine pre-trained language models through fine-tuning and how to use AI models to generate effective prompts. By the end of the course, you will have the knowledge and skills to apply these techniques in various AI applications.

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Large Files & Chunking Methods

Learn the fundamentals of chunking and its applications in AI document processing

This course provides an introduction to chunking, a process of dividing large blocks of text into smaller segments. You will learn why chunking is important in AI document processing and how to develop effective chunking strategies. The course covers different methods of chunking and techniques for summarizing chunks of information. By the end of the course, you will have a solid understanding of chunking and its role in improving AI model performance.

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