How I Built a Machine Learning Playground with Streamlit – Towards Data Science

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Ahmed Besbes
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I’ve been using Streamlit for a couple of weeks at work now and I must say that’s an amazing tool. Shipping and deploying your ML code as a prototype has never been easier.
While experimenting with this library, I decided to use it to create a side project to play with machine learning models from the browser for purely educational purposes but also for people with less experience in machine learning to get familiar with models.
Two nights after crafting the design on my notebook, Playground was born.
PS*: Since I’ve recently started recording some tutorials on Youtube, you can watch this video for more details on how I built and deployed this app
PS**: the code is available on Github. Feel free to fork it, clone it, run it locally or repurpose it for any


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Towards Data Science
Medium Top Writer (+2M views) | I write about python and productionizing ML code into scalable apps. Exclusive content here: https://thetechbuffet.substack.com/
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