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Offered By: IBMSkillsNetwork

In-Context Learning and Prompt Templates for Advanced AI

Learn the essentials of prompt engineering, from crafting effective AI prompts to mastering advanced techniques like few-shot learning. This project covers in-context learning, LangChain tools, and practical applications such as QA bots and text summarization. Enhance your AI interaction skills by structuring prompts for efficiency and accuracy. Gain hands-on experience developing real-world applications through structured prompting and LangChain templates, streamlining AI-driven tasks with clarity and precision.

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Guided Project

Artificial Intelligence

4.8
(5 Reviews)

At a Glance

Learn the essentials of prompt engineering, from crafting effective AI prompts to mastering advanced techniques like few-shot learning. This project covers in-context learning, LangChain tools, and practical applications such as QA bots and text summarization. Enhance your AI interaction skills by structuring prompts for efficiency and accuracy. Gain hands-on experience developing real-world applications through structured prompting and LangChain templates, streamlining AI-driven tasks with clarity and precision.

Imagine having the ability to guide AI systems with just a few well-crafted words—prompt engineering makes this possible. Whether you're developing AI chatbots, automating workflows, or building intelligent search tools, the right prompts can make all the difference. This project introduces you to the core principles of prompt engineering, equipping you with the skills to communicate clearly and effectively with large language models (LLMs). From basic prompt formulation to advanced in-context learning techniques like few-shot and self-consistent learning, you'll gain the expertise you need to shape AI behaviour precisely.   

What you’ll learn

This project offers a deep dive into the art and science of prompt engineering. You'll start by mastering the basics—understanding how different prompts influence AI responses. Next, you'll explore the LangChain prompt template, a powerful tool that helps structure and refine your prompts for greater consistency and accuracy. By integrating LangChain, you'll simplify complex tasks and enhance AI performance. Additionally, you'll learn how to apply in-context learning strategies, using minimal input examples to train AI models to better perform specific tasks.

Through practical exercises, you'll build applications like QA bots, text summarizers, and content generators. LangChain’s structured approach will guide you in transforming intricate project requirements into clear, manageable instructions for AI, boosting efficiency and reliability in development workflows.  

Skills you’ll gain

By the end of this tutorial, you’ll have hands-on experience in designing prompts that drive accurate and useful AI outputs. You’ll learn how to:
  • Develop tailored AI prompts using LangChain templates.
  • Apply advanced in-context learning techniques such as few-shot prompting, chain-of-thought, and self-consistency reasoning.
  • Build real-world applications such as question-answering bots and text summarization tools.
  • Refine AI responses by structuring tasks into step-by-step prompts, enhancing performance across diverse scenarios.
These skills will not only streamline your AI development projects but also open doors to new innovations in automated workflows and intelligent app creation.  

What you’ll need

  • Basic knowledge of Python.
  • Familiarity with LLMs (e.g., GPT models).
  • Web Browser: Use Chrome, Edge, Firefox, or Safari for development and testing.

Ready to get started?

Jump into the world of prompt engineering and transform how you interact with AI. With LangChain, crafting precise, structured prompts has never been easier. Start your journey today and unlock the full potential of AI-driven applications!

Estimated Effort

30 Minutes

Level

Intermediate

Skills You Will Learn

Artificial Intelligence, Prompt Engineering, Python

Language

English

Course Code

GPXX0CO1EN

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