Learn GPT-3 and build an AI SaaS with Bubble

Learn GPT-3 prompting, API deployment on AWS Lambda and build full-stack app using Bubble Nocode development tool

4.05 (22 reviews)
Udemy
platform
English
language
Data Science
category
instructor
Learn GPT-3 and build an AI SaaS with Bubble
166
students
4 hours
content
Feb 2023
last update
$19.99
regular price

What you will learn

Learn GPT-3 prompting and parameters

Build a paraphraser using GPT-3 playground

Convert GPT-3 prompt to API and deploy using AWS Lambda

Build a fullstack app using Bubble nocode builder

Why take this course?

In this course, you will learn about GPT-3, writing prompts in the playground, and converting them into an API using AWS infrastructure.

You will also see how to build a full-stack text paraphraser app using no-code tools like Bubble


Prerequisites:

Strong Python programming skills with basic knowledge of AI are assumed.

Previous experience with Amazon Web Services (AWS) is helpful.


We will begin by understanding GPT-3 and its various parameters that you can modify to get the desired output.

We will create a prompt to do sentence paraphrasing using few-shot examples. We will extend it to see how to parallely call the GPT-3 API to paraphrase multiple sentences at once to build general text paraphraser. 

Later we will see how we can convert the GPT-3 prompt in the playground to code in Google colab.

We will further convert the code in Google Colab to API using AWS Lambda serverless infrastructure. We will use AWS SAM (serverless application model) to make it easy to code and deploy our APIs easily. 

Finally, we will create a UI for our prompts using Bubble no-code tool, integrating the APIs we created earlier.

We will also see how to store user runs in database and throttle usage using Bubble

Content

Introduction

Introduction
Link to Code and resources

Learn GPT-3

Introduction to GPT-3 Theory
Introduction to GPT-3 Playground
Understanding GPT-3 Parameters

Build a paraphraser with GPT-3

Create new paraphrase pairs dataset with GPT-3
Build a paraphraser in GPT-3 playground
Sentence paraphraser using GPT-3
Paraphrase multiple sentences in parallel

API Deployment

Introduction to ML Deployment
Install AWS CLI and AWS SAM CLI
Sentence paraphraser API on AWS
Setup text Paraphraser for AWS Lambda container deployment
Deploy text paraphraser API on AWS Lambda Container Image
Deploy Question Answering with Provisioned concurrency on Lambda

Build an AI SaaS with Bubble nocode builder

Limitations of Streamlit and need for Bubble.io
Nocode tool capabilties
Introduction to Bubble Editor
Input Output Textboxes and Buttons with Bubble.io
API connector using Bubble.io
Add Login and Signup Functionality using Bubble.io
Make database changes and implement fixed runs with Bubble.io

Screenshots

Learn GPT-3 and build an AI SaaS with Bubble - Screenshot_01Learn GPT-3 and build an AI SaaS with Bubble - Screenshot_02Learn GPT-3 and build an AI SaaS with Bubble - Screenshot_03Learn GPT-3 and build an AI SaaS with Bubble - Screenshot_04

Reviews

Michel
March 24, 2023
very good; it's a clear step by step guide to build a saas. That would be perct if you add the most common page into a saas: pricing, about us, etc
Sushant
February 21, 2023
Awesome! Good introduction of OpenAI GPT-3. Also clearly explained how to integrate bubble.io and AWS lambda.

Charts

Price

Learn GPT-3 and build an AI SaaS with Bubble - Price chart

Rating

Learn GPT-3 and build an AI SaaS with Bubble - Ratings chart

Enrollment distribution

Learn GPT-3 and build an AI SaaS with Bubble - Distribution chart
5154126
udemy ID
2/12/2023
course created date
3/12/2023
course indexed date
Bot
course submited by