Description

Discover the potential of ChatGPT and OpenAI API for language tasks such as summarization, translation, chat completion, and more. Explore the nuances of the OpenAI API, unravel its architecture, and master text generation capabilities. Whether you are a beginner or an expert, this course empowers you to apply these tools in the real world.

This hands-on course on OpenAI API and ChatGPT is a meticulously crafted course that caters to both beginners and seasoned professionals. You will begin by establishing a solid foundation with AI definitions and acronyms, progressing seamlessly to creating an OpenAI account, setting up your environment, and understanding pricing structures. Next, you will learn to navigate the landscape of language models and transformers, unraveling their transformative power in generative AI. Dive into advanced techniques such as prompt engineering and thought prompting, gaining insights into how language models process prompts with encoders. Real-world applications come to life as you explore translating articles, generating images, and utilizing the text-to-speech and Computer Vision APIs for diverse tasks. From basic to advanced translation techniques, including subtitle translation to multiple languages, the course ensures that you are equipped for a broad spectrum of applications. Finally, grasp the nuances of fine-tuning, deploy models with the OpenAI API, and navigate the ethical considerations with dos and don'ts in AI.
By the end of the course, you will gain the expertise needed to use the capabilities of ChatGPT and OpenAI API for language tasks.

What You Will Learn

Learn about OpenAI and its functionalities
Learn to generate text with the OpenAI API
Learn to translate with OpenAI API
Learn to summarize with OpenAI API
Learn to use OpenAI API with other libraries
Learn to deploy OpenAI applications with GCP and AWS

Audience

This course is tailored for developers eager to harness the power of ChatGPT and the OpenAI API for language processing tasks. Whether you are an experienced developer looking to enhance your skills or a beginner with no prior experience in ChatGPT or the OpenAI API, this course provides a comprehensive and accessible learning journey. A basic understanding of Python, AWS, GCP, or a deployment environment would be beneficial.

Approach

In this course, we adopt an immersive, hands-on approach, prioritizing practical application to reinforce your learning. You will delve into real-world scenarios, applying the acquired knowledge to projects that mirror the challenges you might encounter in professional settings.

Key Features

Develop a thorough understanding of OpenAI API, enabling you to perform complex language tasks with ease * Leverage Google Cloud APIs, including Text-to-Speech, GPT4-Vision, and Image Generation, to enhance your projects * Command the art of prompt engineering, controlling ChatGPT's output for tailored results

Github Repo

https://github.com/PacktPublishing/Build-Apps-and-Fine-Tune-LLMs-Using-the-OpenAI-API

About the Author

Delta X Technology LLC

Delta X Technology LLC is owned by Justin B, a highly skilled software engineer and AI creator with five years of industry experience. With a strong background in both theoretical and practical aspects of software engineering, Justin has worked on several projects involving machine learning. As the owner of Delta X Technology LLC, he is dedicated to sharing his expertise with students and helping them develop the skills needed to succeed in the field of AI. With a passion for teaching and a wealth of real-world experience, Justin offers students a unique perspective and valuable insights into the latest trends and best practices in AI development.

Course Outline

1. Introduction

In this section, you will get to know the course syllabus and the AI definitions and acronyms.

1. Introduction

In this video, you will be introduced to the course, the course prerequisites, and what to expect from the course.

2. Syllabus

In this video, the author will take you through the course syllabus.

3. AI Definitions and Acronyms

In this video, you will explore AI definitions and acronyms to understand the language of artificial intelligence.

2. Setting Up Your Environment

In this section, streamline your journey into the course by learning the essential steps to set up your environment for optimal engagement.

1. Creating an Account and Getting a Secret Key

In this video, you will discover the process of creating an account and obtaining a secret key for seamless interaction with OpenAI.

2. Setting Up Your Environment

In this video, you will be guided through setting up your environment to optimize your experience with OpenAI tools.

3. Pricing and Setting Usage Limits with OpenAI API

In this video, you will gain insights into pricing and learn how to set usage limits effectively using the OpenAI API.

3. OpenAI API Overview and LLM Overview

In this section, gain a comprehensive understanding of the OpenAI API and Language Model (LLM) functionalities.

1. OpenAI API Overview

In this video, you will receive an overview of the OpenAI API and understand its functionalities for powerful AI applications.

2. What Are Transformers and How Do They Power Generative AI

In this video, you will unravel the concept of Transformers and their role in powering generative AI.

3. Basic Prompt Engineering

In this video, you will delve into the essentials of basic prompt engineering to enhance your interactions with OpenAI models.

4. Zero Shot and Few Shot Prompting

In this video, you will explore zero-shot and few-shot prompting techniques for effective communication with OpenAI models.

5. Chain of Thought Prompting

In this video, you will discover the concept of chain of thought prompting and its applications in AI interactions.

6. Grounding LLMs for Increased Accuracy

In this video, you will learn about grounding language models for increased accuracy in your AI interactions.

7. Under the Hood: How Encoders Allow LLMs to Process Prompts

In this video, you will go under the hood to understand how encoders enable language models to process prompts effectively.

4. OpenAI API Examples and Demonstrations with Completion API

In this section, you will dive into practical examples and demonstrations, specifically focusing on the Completion API to master its applications within the OpenAI API.

1. Translating an Article with the OpenAI API

In this video, you will learn the process of translating an article using the OpenAI API.

2. Example: Translating an Article with OpenAI API

In this video, you will witness a practical example of translating an article using the OpenAI API for real-world applications.

3. Summarizing with the OpenAI API

In this video, you will explore the process of summarizing content with the OpenAI API for efficient information extraction.

4. Example: Summarizing with the OpenAI API

In this video, you will witness a real-world example of summarizing content using the OpenAI API for impactful communication.

5. OpenAI API Examples and Demonstrations with Chat API

In this section, explore hands-on examples and demonstrations, emphasizing the Chat API and its diverse applications within the OpenAI API framework.

1. Chat Completion with the OpenAI API

In this video, you will discover the capabilities of chat completion with the OpenAI API and explore real-world chatbot building.

2. Example: Build Your Own Chatbot with the Chat Completion API

In this video, you will witness an example of building your own chatbot using the Chat completion API for interactive conversations.

3. Sentiment Analysis and Classification with the OpenAI API

In this video, you will explore sentiment analysis and classification with the OpenAI API to understand the emotional tone of content.

4. Example: Sentiment Analysis and Classification with the OpenAI API

In this video, you will witness a practical example of sentiment analysis and classification using the OpenAI API for insightful interpretation.

6. Use OpenAI API Vision, Text-to-Speech, and Image Generation APIs

In this section, extend your knowledge by exploring the Vision, Text-to-Speech, and Image Generation APIs within the OpenAI framework.

1. Overview of the Image Generation API

In this video, you will receive an overview of the Image Generation API and explore its applications for creative visual content.

2. Example: Use the Image Generation API to Create Phone Wallpapers

In this video, you will witness a practical example of using the Image Generation API to create personalized phone wallpapers.

3. Overview of the Text-to-Speech API

In this video, you will receive an overview of the Text-to-Speech API and witness its application in transcribing blog posts.

4. Example: Use the Text-to-Speech API to Transcribe Blog Posts

In this video, you will witness an example of using the Text-to-Speech API to transform text into spoken content for blog post transcription.

5. How to Use the Computer Vision API

In this video, you will learn how to effectively utilize the Computer Vision API for diverse applications, such as counting calories.

6. Example: Use the Computer Vision API to Count Calories

In this video, you will witness a practical example of using the Computer Vision API to count calories for accurate nutritional information.

7. Translating Text and HTML with Google Translate API

In this section, broaden your capabilities by delving into the Google Translate API, mastering the art of translating both text and HTML for effective communication.

1. Creating a Google Cloud Account and Setting Up Translate API

In this video, you will be guided through the process of creating a Google Cloud account and setting up the Translate API.

2. Basic and Advance Translation with Cloud Translation API

In this video, you will explore both basic and advanced translation techniques using the Cloud Translation API for effective multilingual communication.

3. Code Walkthrough: Using Google Translate API to Translate Subtitles

In this video, you will receive a code walkthrough on using the Google Translate API to translate subtitles for enhanced accessibility.

4. Example: Translate Subtitles to 3+ Languages

In this video, you will witness a practical example of translating subtitles to three or more languages using the Google Translate API.

8. Fine-Tuning, Deploying, and Ethics

In this section, advance your skills by exploring the intricacies of fine-tuning models, deploying applications seamlessly, and navigating the ethical considerations within AI practices.

1. What Is Fine-Tuning and What Is It Used For

In this video, you will understand the concept of fine-tuning and its diverse applications in optimizing AI models.

2. Fine-Tuning a Model with OpenAI API

In this video, you will learn the step-by-step process of fine-tuning a model with the OpenAI API for personalized applications.

3. How to Use GPT Builder to Create Custom GPTs

In this video, you will discover how to use GPT Builder to create custom Generative Pre-trained Transformers (GPTs) tailored to your specific needs.

4. Deploying an Application with OpenAI API

In this video, you will learn the process of deploying an application seamlessly with the OpenAI API for real-world utilization.

5. Dos and Don'ts with AI

In this video, you will explore the dos and don'ts when working with AI to ensure ethical and responsible usage in your applications.

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Build Apps and Fine-Tune LLMs Using the OpenAI API

By Packt

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