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Coursera

Understanding Generative AI Core Concepts

Packt via Coursera

Overview

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This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. In this course, you will gain a deep understanding of generative AI, its core concepts, and practical applications. Starting with the fundamentals of AI and machine learning, the course covers how these technologies have evolved and how they are shaping industries. You will explore the potential of generative AI, focusing on its use in real-world scenarios like software development and language models. The course then takes you through the essential development environment setup, ensuring that you are equipped with the right tools for hands-on experience. From configuring Visual Studio Code to setting up .NET environments, you will have a solid foundation to work with the latest AI tools and frameworks. Targeting professionals in AI development and related fields, this course requires no prior coding experience. However, familiarity with machine learning concepts will enhance your learning experience. Suitable for beginners and intermediate learners, this course equips you with the knowledge to leverage generative AI in your career. By the end of the course, you will be able to understand generative AI's core principles, use Azure and GitHub Copilot tools, effectively prompt AI models, and apply AI solutions in software development.

Syllabus

  • Introduction
    • In this module, we will introduce you to the course and its structure, setting the foundation for your learning journey. You will become familiar with what the course will cover and what you can expect to gain by the end. This section sets the stage for the more detailed concepts ahead.
  • Introduction to Machine Learning and AI
    • In this module, we will provide an overview of artificial intelligence and machine learning, discussing their history, evolution, and impact on various industries. You will explore the basic concepts behind machine learning and understand the emerging field of generative AI. We will also dive into the ethical concerns surrounding AI.
  • Development Environment Setup
    • In this module, we will guide you through the setup process for your development environment, ensuring you're equipped with the right tools. You'll learn to configure Visual Studio, .NET, and Visual Studio Code, setting up a seamless workspace for the remainder of the course. This section ensures you're ready to start coding and developing effectively.
  • Generative AI Tools and Copilots
    • In this module, we will dive into generative AI tools and copilots, exploring their functions and how they can assist in software development. You'll learn to use popular AI tools, such as Azure OpenAI models and GitHub Copilot, to enhance your development process. We will also cover effective prompting and how to create your own copilots for customized AI assistance.

Taught by

Packt - Course Instructors

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