Mastering Python With OpenAI APIs and GPT-4
Step into the world of artificial intelligence and discover how to harness OpenAI’s cutting-edge APIs, including GPT3, GPT-3.5, GPT4, DALL-E, and Whisper, to create groundbreaking applications and solutions. This immersive, project-driven course is designed for learners of all backgrounds and skill levels, providing a solid foundation in AI-driven development.
What you’ll learn
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Master OpenAI’s GPT-4 and its text completion capabilities
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Understand GPT parameters to fine-tune the model’s performance
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Write, analyze, and debug code in any language using GPT-4
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Structure and refine GPT’s output for consistency and clarity
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Customize GPT-4 to address specific use cases and unique requirements
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Generate and edit images using DALL-E 2
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Employ text embeddings for searching, classifying, and understanding text
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Build an embedding-powered recommendation algorithm
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Use Whisper to translate and transcribe audio files
Course Content:
Module1: Introduction
- Getting Access To Our Discord Community
- A Brief History of OpenAI
- Let’s Talk About GPT
- OPTIONAL: The Transformer Architecture
- Signing Up For An Account03:47
- Getting The Course Code
- Getting The Course Slides
Module2: Getting Started
- Install Requirements
- Our First Completion Request
- For Windows Users: Editing Text Files
- Hiding Our API Key
- Understanding Tokens
- Maxtokens
- Stop Sequences
- N and Echo
- The Different Completion Models
- Comparing Model Performance and Pricing
Module3: Prompt Engineering
- The Elements of a Good Prompt
- Controlling The Output Format
- Summarization Prompts
- Data Extraction Prompts
- Sentiment Analysis Prompt
- Zero-Shot Vs. Few-Shot Prompting
- “Let’s Think Step By Step” Prompting
- Text Transformation Prompts
Module4: Color Palette Generator Project
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Introducing The Color Palette Project
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Color Rendering in Colaboratory
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Writing The Color Palette Generator Prompt
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Writing a Color-Swatch Rendering Function
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Setting Up The Flask Server
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Integrating OpenAI With Server
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Writing the Palette Endpoint
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Creating The Form
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Rending The Colors In The Browse
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Copy and Paste Functionality
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Styling The Color Block
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Styling The Form
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Refactoring Our Front-End Code
Module5: Important API Parameters
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Temperature
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Understanding Top P
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Frequency Penalty
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Presence Penalty
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Streaming Responses
Module6: The Chat API & GPT4
- Introduction to Chat API
- Our First Chat Request
- Important Note On Pricing!
- Prompting With Properly Formatted Messages
- Note on GPT-3.5-Turbo Version
- Rewriting a Completion Prompt In Chat Format
- Chat API Parameters
Module7: Building A GPT-4 Chatbot
- Introducing Our Chatbot Project
- Writing The Basic Chatbot Structure
- Persisting Messages Across Requests
- Adding Optional Personalities
- Colorizing The Chatbot Output
Module8: Working with GPT-4and Code
- Asking GPT-4 To Explain Code
- Calculating Time Complexity With GPT-4
- Translating JS To Python With GPT-4
- Fixing Code Bugs With GPT-4
- Generating Code From Scratch With GPT-4
Module9: Cost Estimation with TikToken
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Counting Tokens With TikToken
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Counting GPT-4 Message Token
Module 10: GPT4 -Automatic Code Review
- Introducing The Basic Code Reviewe
- Building The Basic Code Reviewer Pt 1
- Building The Basic Code Reviewer Pt 2
- Introducing The Interactive Code Reviewer
- Interactive Code Reviewer Prompt
- Interactive Code Reviewer Walkthrough
Module11: GPT-4 AI Spotify Playlist Generator Project
- Introducing The Spotify Project
- Writing The Playlist Generating Prompt
- Finishing The Playlist Prompt
- Getting Spotify Developer Credentials
- Spotify Authentication Via Pytho
- Searching For Spotify Tracks Via Pytho
- Creating Spotify Playlists Programmatically
- Adding in OpenAI
- Accepting Command Line Arguments
- Overview of the Polished Solution
Modue12: Embeddings
- Requirements
- Introducing Embeddings
- Generating a Single Embedding
- Introducing The Movie Embedding Visualization
- Getting our Movie Data
- Getting Our Movie Data Ready
- Generating Embeddings for 5000 Movies
- Visualizing Our Embeddings With Atlas
- Recommending Movies Using Our Embedding
Module13:Using Embedding to Enhance GPT-4
- Expanding GPT-4 “Knowledge” With Embeddings
- Gathering Our Embeddings
- Implementing Q&A With Embeddings & GPT-4
Module14: Sentiment Analysis Project
- Introducing The Reddit Sentiment Analysis Project
- Collecting Comments From Reddit
- Analyzing Sentiment In The Comments
- Plotting The Results
Module15: Book Summarize Project
- Introducing The Book Summarizer
- Preparing Book Text For Summarization
- Context Window Math
- Summarization Logic
- Caching Results
- Performing a “Meta-Summary” With GPT-4
Module16: DALL-E-APP
- Intro To DALL-E
- Making a DALL-E Request
- Saving DALL-E Images
- Alternative Approach To Saving Images
- Requesting Image Variation
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DALL-E Image Edits
Module17: Stable Diffusion
- Introducing Stability.AI and Stable Diffusion
- Using the Stability SDK
- Introducing The Choose Your Own Adventure Project05:33
- GPT-4 CYOA Text Generation
- Stable Diffusion CYOA Image Generation
Module18: Whisper Audio to Text
- Introducing Whisper
- The Basics of Whisper
- Providing a Prompt to Whisper
- Translating Audio With Whisper
- Transcribing Non-English Audio
- Running The Whisper Model Locally
Requirements
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Just some beginner Python experience. That’s it!
Who this course is for:
- Developers curious about AI
- Software engineers looking to supercharge their workflow with generative models
- Entrepreneurs interested in the OpenAI’s tools offers
- Content Creators interested in supplementing their creative workflow
International Student Fees: 400$ US
Job Interview Preparation (Soft Skills Questions & Answers)
- Tough Open-Ended Job Interview Questions
- What to Wear for Best Job Interview Attire
- Job Interview Question- What are You Passionate About?
- How to Prepare for a Job Promotion Interview
🎥 Your FREE eLEARNING Courses (Click Here)
Internships, Freelance and Full-Time Work opportunities
Flexible Class Options
- Week End Classes For Professionals SAT | SUN
- Corporate Group Trainings Available
- Online Classes – Live Virtual Class (L.V.C), Online Training
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