Mô tả

Harness the power of ChatGPT and OpenAI API to perform a variety of language tasks, including summarization, translation, chat completion, and categorization. This comprehensive course will guide you from beginner to expert, empowering you to leverage these cutting-edge tools for real-world applications.

Key Course Takeaways:


  • Unravel the Fundamentals of OpenAI API: Delve into the intricacies of OpenAI API, understanding its architecture and mastering its capabilities for text generation.

  • Empower ChatGPT with OpenAI API: Seamlessly integrate ChatGPT with OpenAI API, enabling you to seamlessly interact with chatbots and execute code

  • Build Projects with ChatGPT, OpenAI API, and Google Cloud APIs: Embark on practical projects that showcase the power of these tools, including:


    • Summarization Tool: Automatically condense text documents into concise summaries.

    • Translation Tool: Bridge language barriers by translating text seamlessly

    • Chat Completion Tool: Enhance chatbot interactions with context-aware responses.

    • Categorization Tool: Automate sentiment analysis and classify text effectively

    • Food Calorie Counter: Analyze images to estimate food calories accurately.

    • Prompt Engineering: Generate captivating phone wallpapers from text descriptions.

    • Fine-Tuning GPT 3.5 Turbo Model: Unleash the full potential of GPT 3.5 Turbo Model with OpenAI API.


Comprehensive Learning Experience:


  • Foundations of Transformers: Grasp the core concepts of Transformers, the revolutionary architecture behind ChatGPT.

  • OpenAI API Mastery: Develop a thorough understanding of OpenAI API, enabling you to perform complex language tasks with ease.

  • Practical Language Processing Applications: Master summarization, translation, chat completion, and categorization using ChatGPT and OpenAI API

  • Google Cloud API Integration: Leverage Google Cloud APIs, including Text-to-Speech, GPT4-Vision, and Image Generation, to enhance your projects.

  • Prompt Engineering Expertise: Command the art of prompt engineering, controlling ChatGPT's output for tailored results

  • API Cost Management: Understand and optimize API usage to minimize costs and maximize efficiency.

  • Project-Based Learning: Immerse yourself in hands-on projects, applying your knowledge to real-world scenarios, such as calorie counting, sentiment analysis, blog writing, phone wallpaper generation, and text summarization.


Ideal for:

  • Developers seeking to harness ChatGPT and OpenAI API for language processing tasks.

  • Beginners with no prior experience in ChatGPT or OpenAI API.


Prerequisites:

  • Basic Python programming knowledge

  • Computer with internet access

  • Access to a Unix terminal

Enroll Now and Unleash the Power of Language Processing


Bạn sẽ học được gì

What is the OpenAI API

LLMs, transformers, and high level how they work

How to generate text with the OpenAI API

How to summarize with OpenAI API

How to translate with OpenAI API

How to Fine Tune GPT 3.5 Turbo

How to use OpenAI API with other libraries

Deploying OpenAI applications with GCP and AWS

How to use GPT Builder to create custom GPTs

Yêu cầu

  • Basic understanding of Python and development environments
  • Basic understanding of AWS, GCP, or a deployment environment

Nội dung khoá học

10 sections

Introduction

2 lectures
Syllabus
01:19
AI Definitions and Acronyms
05:25

Setting up your Environment

3 lectures
Creating an Account and getting a Secret Key
02:06
Setting up your Environment
04:23
Pricing and setting usage limits with OpenAI API
03:39

OpenAI API Overview and LLM Overview

8 lectures
OpenAI API Overview
07:20
What are Transformers and how do they power Generative AI
10:12
Basic Prompt Engineering
05:59
Zero shot and Few Shot Prompting
03:55
Chain of Thought Prompting
05:03
Grounding LLMs for increased accuracy
09:27
Transformers Quiz
3 questions
Under the Hood: How Encoders allow LLMs to Process Prompts
13:29

OpenAI API Examples and Demonstrations with Completion API

4 lectures
Translating an article with the OpenAI API
03:08
Example: Translating an article with OpenAI API
04:34
Summarizing with the OpenAI API
02:47
Example: Summarizing with the OpenAI API
03:27

OpenAI API Examples and Demonstrations with Chat API

4 lectures
Chat completion with the OpenAI API
02:59
Example: Build your own Chatbot with the Chat completion API
06:51
Sentiment Analysis and Classification with the OpenAI API
04:16
Example: Sentiment Analysis and Classification with the OpenAI API
04:06

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

6 lectures
Overview of the Image Generation API
05:30
Example: Use the Image Generation API to create Phone Wallpapers
05:54
Overview of the Text to Speech API
03:05
Example: Use the Text to Speech API to Transcribe Blog Posts
05:37
How to use the Computer Vision API
08:36
Example: Use the Computer Vision API to Count Calories
07:50

Use Google Gemini API for Chat Completions

2 lectures
Get Started with Gemini API in Google AI Studio
09:14
Performing Chat Completion in Google Colab
08:38

Translating Text and HTML with Google Translate API

4 lectures
Creating a Google Cloud Account and setting up Translate API
05:29
Basic and Advance Translation with Cloud Translation API
06:29
Code Walkthrough: Using Google Translate API to translate subtitles
06:12
Example: Translate Subtitles to 3+ languages
04:38

Fine Tuning, Deploying, and Ethics

6 lectures
What is Fine Tuning and what is it used for
05:34
Fine Tuning a Model with OpenAI API
12:22
How to use GPT Builder to create custom GPTs
12:20
Deploying an application with OpenAI API
01:23
Dos and Don'ts with AI
02:59
Ethics Quiz
2 questions

Bonus Section

1 lectures
Stay up to date and follow me at justinsfinds.com (Bonus Lecture)
02:02

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