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Master ChatGPT & OpenAI APIs – Build AI Tools in Python

Packt via Coursera

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Overview

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Unlock the full potential of ChatGPT and OpenAI APIs with this hands-on course! You'll learn to integrate AI into real-world applications, automate tasks, generate creative content, and build AI-powered tools using Python. From fundamental concepts to advanced techniques, this course takes you through AI communication, prompt engineering, and OpenAI API interactions. Your journey begins with an introduction to ChatGPT, covering its history, capabilities, and practical use cases. You'll dive deep into how ChatGPT works, exploring its neural networks, tokenization, and language models. As you progress, you'll apply your knowledge by creating engaging content, generating images with Midjourney, and coding applications with OpenAI’s API. The course also covers mastering prompt engineering for both text and image generation, ensuring you craft high-quality AI interactions. You’ll build real-world AI projects like recommendation engines, cover letter generators, and virtual realtor apps using OpenAI’s API. Finally, you'll explore the LangChain framework to enhance AI-powered applications. Ideal for developers, data scientists, and AI enthusiasts, this course requires basic programming knowledge (Python preferred) but welcomes those eager to learn. Whether you want to boost productivity, automate workflows, or create AI-driven apps, this course will equip you with essential AI skills.

Syllabus

  • Introduction
    • In this module, we will introduce you to the course and its structure, ensuring you know what to expect as you progress. You’ll see ChatGPT and OpenAI APIs in action through a live demo and gain insights into how to maximize your learning experience. Whether you're a developer or a non-developer, this section will set the stage for mastering AI tools efficiently.
  • ChatGPT - An Introduction - Use Cases, AI History, ChatGPT Account Creation
    • In this module, we will dive into the fundamentals of ChatGPT, from understanding what it is to exploring its real-world applications. You’ll get hands-on experience with setting up a ChatGPT account and comparing different subscription options. Additionally, we’ll take a brief journey through AI history to understand how ChatGPT evolved into the powerful tool it is today.
  • ChatGPT - A Deep Dive & How It Really Works
    • In this module, we will take a deep dive into the inner workings of ChatGPT, exploring its neural network, tokenization process, and transformer model. We’ll also discuss its strengths and limitations to help you set realistic expectations. Finally, you’ll put your knowledge into practice by using ChatGPT to create engaging content.
  • ChatGPT and Creative Work - Creating Children's Books with ChatGPT
    • In this module, we will explore how ChatGPT can be used as a creative writing assistant to generate engaging children’s books. You’ll learn how to structure a story, develop memorable characters, and refine your manuscript. By the end of this section, you’ll have a fully written children’s book created with ChatGPT’s help.
  • ChatGPT and Rapid Skills Acquisition
    • In this module, we will explore how ChatGPT can be leveraged to rapidly learn new skills. You’ll discover techniques to address learning pain points and create a structured approach to mastering various subjects efficiently with AI.
  • ChatGPT & Code Generation - Use ChatGPT to Generate and Debug Code
    • In this module, we will explore how ChatGPT can assist with code generation, debugging, and project development. Through hands-on exercises, you’ll create various applications, from a Java password generator to a weather web app, while leveraging ChatGPT’s capabilities to simplify complex coding tasks.
  • Mastering Prompt Engineering and How To Craft the Best Prompts
    • In this module, we will focus on the art of crafting effective prompts to maximize ChatGPT’s potential. You’ll explore different frameworks and techniques to refine your interactions with AI, ensuring more precise and high-quality responses. By mastering prompt engineering, you’ll enhance your ability to generate accurate and creative AI-driven content.
  • Generative AI - Creating Visual Content with Midjourney
    • In this module, we will explore how Midjourney uses AI to generate stunning visuals. You’ll learn how to manipulate various parameters such as aspect ratio, stylization, and quality to produce the best possible images. By the end of this section, you’ll have the skills to create unique and compelling AI-generated artwork.
  • Midjourney Prompt Engineering - Crafting the Best Prompts For Optimal Images
    • In this module, we will focus on prompt engineering specifically for Midjourney. You’ll explore different ways to structure prompts for optimal image generation, experiment with themes and artistic styles, and learn how to refine your AI-generated images for maximum impact.
  • The OpenAI API - Leveraging the ChatGPT Engine to Build AI Powered Applications
    • In this module, we will dive into the OpenAI API, covering everything from API keys and documentation to developing AI applications. You’ll build and test a recommendation engine, applying your knowledge to create real-world AI solutions.
  • Hands-On: OpenAI API - Build a Cover Letter Web App
    • In this module, we will apply OpenAI’s API to build a cover letter generator. You’ll learn how to integrate user inputs, customize outputs, and display the final letter on a web interface, making it an invaluable tool for job seekers.
  • Hands-On: OpenAI API - Build a Virtual Realtor Web App in Python
    • In this module, we will build a virtual realtor application that provides property recommendations and real estate insights. You’ll learn how to process user queries in real time and display AI-generated responses efficiently.
  • Hands-On: OpenAI API and DALL-E - Generating Images on the Fly with DALL-E
    • In this module, we will dive into DALL-E and its capabilities for generating images from text descriptions. You’ll work on a project to create and display AI-generated visuals in real time, showcasing the potential of generative AI in creative applications.
  • OpenAI API & the LangChain Framework - Deep Dive
    • In this module, we will explore the LangChain framework and its integration with OpenAI’s API. You’ll learn how to query documents, structure AI-powered applications, and test chatbot interactions for real-world applications.
  • [PROJECT] LangChain & OpenAI API & ChatGPT - Youtube Assistant Web App
    • In this module, we will apply LangChain and OpenAI’s API to build a YouTube assistant web app that can summarize and analyze video content. You’ll start by setting up the project, testing its functionality through console-based interactions, and finally refining the front-end using Streamlit to ensure a seamless user experience.
  • Next Steps
    • This module will guide you on where to go next, providing resources and strategies to continue building AI-powered applications.

Taught by

Packt - Course Instructors

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