In this video, Zeke, a Software Engineer from the Replicate team, joins us for a tutorial on using open-source AI models hosted on Replicate in a Streamlit app.
Don't feel like watching a video? Here are some other ways to explore Replicate and the demo app:
🔗 Learn more about Replicate: https://replicate.com/
🔗 See the deployed app: https://replicate-recipe.streamlit.app
🔗 Pull down the code for the demo app from the Streamlit Cookbook repo: https://github.com/streamlit/cookbook/tree/main/recipes/replicate
🔗 Read more about Replicate, Streamlit, and the demo app: https://blog.streamlit.io/how-to-create-an-ai-chatbot-llm-api-replicate-streamlit/
⏰ Timeline
0:00 About Zeke
0:49 Introduction and overview of Replicate
3:09 Available models on Replicate (image generation, text generation, etc.)
4:12 Streamlit demo using Replicate
7:29 How to get started with Streamlit
13:56 How to get started with Replicate
17:40 Tips for using Replicate (data persistence, webhooks)
20:23 Model performance and streaming capabilities
26:17 Deployments for production-scale applications
28:14 Tips for building scalable apps with Replicate
31:27 Searching for models on Replicate
32:42 Multimodality support in Replicate
34:51 Hardware options and computational power
36:44 Thoughts on the potential of language models
39:10 Demo app/code walkthrough
45:12 Conclusion
🎬 Credit
- Crumpled paper stock videos (Created by piyapong89) https://www.vecteezy.com/video/33082140-stop-motion-graphics-background-animated-paper-texture-crumpled-white-paper-concept
- App Development free icon (Created by Freepik) https://www.flaticon.com/free-icon/app-development_1367663