Streamlit for interactive Machine Learning Apps #MachineLearning #DataScience #Python #MLtools @streamlit @myelbows

Example of a Streamlit slider widget.

 

Last month Streamlit launched their front end tool for machine learning teams. The project is open-source and easy to get up and running. Streamlit fills the need for tooling somewhere between JuPyter notebooks and consumer applications that can be written in Python. In a recent medium articleAdriene Treuille breaks down the goals for Streamlit into 3 main parts:

  1. Embrace Python scripting. Streamlit apps are really just scripts that run from top to bottom…
  2. Treat widgets as variables. There are no callbacks in Streamlit! Every interaction simply reruns the script…
  3. Reuse data and computation. …Streamlit introduces a cache primitive that behaves like a persistent, immutable-by-default, data store that lets Streamlit apps safely and effortlessly reuse information.

Getting Streamlit up and running to create the example above took about 10 minutes AND creating a slider widget in one line of code is impressive! If you would like to learn more about implementing Streamlit, take a look at these articles. If you would like to contribute to the project, check out the Streamlit community. Also, take a look at Streamlit’s documentation and main concepts.


Have an amazing project to share? The Electronics Show and Tell is every Wednesday at 7:30pm ET! To join, head over to YouTube and check out the show’s live chat and our Discord!

Join us every Wednesday night at 8pm ET for Ask an Engineer!

Join over 38,000+ makers on Adafruit’s Discord channels and be part of the community! http://adafru.it/discord

CircuitPython – The easiest way to program microcontrollers – CircuitPython.org


New Products – Adafruit Industries – Makers, hackers, artists, designers and engineers! — New Products 11/15/2024 Featuring Adafruit bq25185 USB / DC / Solar Charger with 3.3V Buck Board! (Video)

Python for Microcontrollers – Adafruit Daily — Python on Microcontrollers Newsletter: A New Arduino MicroPython Package Manager, How-Tos and Much More! #CircuitPython #Python #micropython @ThePSF @Raspberry_Pi

EYE on NPI – Adafruit Daily — EYE on NPI Maxim’s Himalaya uSLIC Step-Down Power Module #EyeOnNPI @maximintegrated @digikey

Adafruit IoT Monthly — The 2024 Recap Issue!

Maker Business – Adafruit Daily — Apple to build another chip at TSMC Arizona

Electronics – Adafruit Daily — SMT Tip – Stop moving around!

Get the only spam-free daily newsletter about wearables, running a "maker business", electronic tips and more! Subscribe at AdafruitDaily.com !


No Comments

No comments yet.

Sorry, the comment form is closed at this time.