This crash course will get you up-to-speed on how build AI-powered web apps using the GPT-4 and DALL·E APIs. You'll build and deploy an app you can add to your portfolio to impress your future employer.
Interactive course version here: https://scrimba.com/links/intro-to-ai-engineering
The course was created by Scrimba instructors Tom Chant, Per Borgen and Guil Hernandez. Follow Scrimba on YouTube here: https://www.youtube.com/c/Scrimba
⭐️ Code ⭐️
Download the code via the lessons on Scrimba: https://scrimba.com/links/intro-to-ai-engineering
⭐️ Contents ⭐️
0:00:00 AI Engineering basics
0:03:52 The code so far
0:06:48 Polygon API sign-up & key
0:08:12 Get an OpenAI API Key
0:10:22 Overview of how the API works
0:13:42 An API call: OpenAI dependency
0:16:45 An API call: Instance and model
0:18:58 An API call: The messages array
0:25:12 A quick word about models
0:30:45 Prompt Engineering and a challenge
0:35:20 Adding AI to the App
0:40:27 Tokens
0:46:11 Playground
0:48:08 Temperature
0:52:23 The "Few Shot" Approach
0:56:52 Adding Examples
1:00:33 Stop Sequence
1:03:39 Frequency and Presence Penalties
1:06:49 Fine-tuning
1:16:49 Creating Images with the DALL·E 3 API
1:27:46 Intro to AI Safety
1:33:18 Safety Best Practices
1:36:44 You made it!
Deploying AI Apps with Cloudflare
1:39:02 Learn secure & robust deployment strategies
1:41:16 Create a Cloudflare worker
1:45:42 Connect your worker to OpenAI
1:50:14 Update client side data fetching
1:54:28 Handle CORS and preflight requests
1:58:59 OpenAI API requests & responses
2:01:57 Create an AI Gateway
2:06:53 Error handling
2:11:44 Create & deploy the Polygon API worker
2:16:26 Fetch the stock data
2:20:39 Download files and push to GitHub
2:22:07 Deploy your site with Cloudflare Pages
2:26:34 Custom domains with Cloudflare
2:28:52 Recap & next steps
? Thanks to our Champion and Sponsor supporters:
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