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Coursera

Generative AI and Prompt Engineering Essentials

Edureka via Coursera

Overview

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This course offers a clear pathway to understand Generative AI and prompt engineering—two foundational skills for working with modern large language models (LLMs). You'll learn how models like GPT, BERT, and T5 generate human-like outputs, and how well-crafted prompts can guide these models to perform tasks across writing, coding, summarization, and more. Through hands-on exercises and real-world examples, you’ll build the skills to communicate effectively with AI systems, enhance generation quality, and apply responsible prompting strategies across diverse applications. By the end of this course, you will be able to: - Explain how transformer-based models like GPT, BERT, and T5 work and compare their capabilities - Design prompts for various tasks using zero-shot, one-shot, and few-shot techniques - Apply advanced strategies such as Chain-of-Thought, Tree-of-Thought, and knowledge-grounded prompting - Identify and defend against prompt injection and adversarial threats - Evaluate AI outputs using metrics like BLEU, ROUGE, and human-AI collaboration strategies This course is ideal for developers, data scientists, content creators, and early-career AI practitioners aiming to build effective, safe, and scalable Generative AI solutions. No prior experience with LLMs is required, though a basic understanding of Python and machine learning concepts is helpful. Join us to master the essential techniques behind today’s most powerful AI tools—and shape the future with your prompts.

Syllabus

  • Generative AI Essentials
    • In this module, you'll explore the foundations of Generative AI, how it works, why it matters, and where it's headed. Learn about key model types like GPT, BERT, and T5, and dive into core techniques such as transformers and attention mechanisms. Through hands-on demos and lifecycle insights, you’ll also discover how to build, evaluate, and responsibly deploy Generative AI systems using modern tools and ethical best practices.
  • Prompt Engineering Essentials
    • In this module, you’ll learn the essentials of Prompt Engineering, how to craft, structure, and refine effective prompts for generative AI models. Explore different prompting types like zero-shot, one-shot, and few-shot, and apply them to real-world NLP tasks. With hands-on demonstrations, you’ll discover techniques for prompt tuning, evaluation, and optimization to drive more accurate and creative AI outputs.
  • Advanced Prompt Engineering
    • In this module, you’ll master advanced prompt engineering strategies to boost reasoning, accuracy, and safety in Generative AI outputs. Learn powerful techniques like Chain-of-Thought, Tree-of-Thought, and least-to-most prompting, along with methods for contextual and reflective thinking. Explore how to defend against prompt injection, ensure robustness, and automate prompt workflows for secure, scalable AI deployment.
  • Course Wrap-Up and Assessment
    • In this module, you’ll consolidate your learning through a course summary, interactive quizzes, and final assessments. Reinforce your understanding of Generative AI and prompt engineering, evaluate your progress, and get ready to apply your skills confidently in real-world AI projects.

Taught by

Edureka

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