Streamlit

Streamlit

• cloud, docs, discuss
  • Docs github using Next.js and Netify

Tutorials

• Using Streamlit to build an interactive dashboard for data analysis on AWS (2021)

Books

• M. Khorasami, M. Abdou: Web Application Development with Streamlit: Develop and Deploy Secure and Scalable Web Applications to the Cloud Using a Pure Python Framework (2022)
• T. Richards: Getting Started with Streamlit for Data Science: Create and deploy Streamlit web applications from scratch in Python (2021)

Tutorials

• Chanin Nantasenamat: LangChain tutorial #5: Build an Ask the Data app (2023)
  • Andrei’s fork
• Data Professor
  • Streamlit Playlist with 53 videos, among which:
    • How to Build Your First Data Science Web App in Python - Streamlit Tutorial #1
    • How to Build a Simple Machine Learning Web App in Python - Streamlit Tutorial #2
    • How to Build a Penguin Classification Web App in Python - Streamlit #3
    • How to Deploy Data Science Web App to Heroku - Streamlit #4
• Authentication
  • Streamlit-Authenticator, Part 1: Adding an authentication component to your app
  • Authentication without SSO

Examples

• Visualize LLM evals: github
• Paula Maddigan: Chat2VIS: AI-driven visualisations with Streamlit and natural language (2023)
  • P. Maddigan, T. Susnjak: Chat2VIS: Generating Data Visualisations via Natural Language using ChatGPT, Codex and GPT-3 Large Language Models (2023)

Interviews

• Towards Data Science: Adrien Treuille and Tim Conkling - Streamlit Is All You Need (2021). Interview with Streamlit CEO and its lead UI developer. Explains philosophy behind Streamlit, and how it differs from Plotly Dash, for example.

News

• TechCrunch: Snowflake acquires Streamlit for $800M to help customers build data-based apps (2022)

Other

• Artificial Intelligence
• Autonomous Agents
• Cognitive Science
• Computation Theory
• Language Models
• Meta Learning
• Probabilities and Statistics
• Robotics
• Self Driving Cars
• Computational Topology
• Webdev
  • Dash
  • Gradio
  • Streamlit
  • Vercel