Deploying a machine learning model...
Old way:
- read a bunch of blogs on serializing & dockerizing models
- write a Flask app to serve
- google how to create a simple front end
- set up an EC2 to host
New way:
<3 lines of code with Gradio
gradio.app
Gradio
@Gradio
Build and share an interactive machine learning demo in 3 lines of Python. Part of the family
Join our community: discord.gg/feTf9x3ZSB
gradio.appJoined April 2019
Gradio’s Tweets
Sometimes, your machine learning model may produce a variable number of outputs.
This "Gradio Gist" shows how to create a demo with a variable # (from 1-10) of output Textboxes, based on an input Slider value
Live demo: huggingface.co/spaces/abidlab
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you can generate an image.. but can you zoom out on a generated image? 🤯
give this space a try 👉 huggingface.co/spaces/kadirna
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Did you know that a single class, the 𝙸𝚗𝚝𝚎𝚛𝚏𝚊𝚌𝚎 class, can actually be used to build 4 different kinds of machine learning demos?
gradio.app/four-kinds-of-
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1/3 🚨🚨Introducing the ultimate Q&A bot built with , , , & ! 🔥 This bot digests all Gradio info to answer your questions accurately along with links.
Get ready for amazing results! 💻
Space link - huggingface.co/spaces/ysharma
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To highlight and encourage ✨good machine learning✨, is collecting examples of Spaces that are ethically mindful – and we'd love your input!
To nominate Spaces, visit hf.co/spaces/society 🤗
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Sometimes, you want to allow users to upload either an audio file or record from their mics in your app
Here's a short "Gradio gist" showing how: huggingface.co/spaces/abidlab
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Made an unofficial demo for the paper: "Tune-A-Video: One-Shot Tuning of Image Diffusion Models for Text-to-Video Generation"
huggingface.co/spaces/Tune-A-
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I'm happy to announce Hugging Face Competitions! With 🤗 Competitions, you can create public/private competitions with full control of datasets, metrics and evaluation! Check out our first competition: AI or Not huggingface.co/spaces/competi 1/N
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🚀 Introducing the ultimate image editing tool: A Space built using & Diffusers' implementation of the amazing Instruct-pix2pix model!
🖼️Upload your image, edit with natural language, and have fun!
Check it out now with sample video🔥huggingface.co/spaces/ysharma
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At hackathon we made a tool to break the barriers of communication with non-human consciousness. Record sounds of anything (birds, wind, fire, train station) and chat with it. Built with and check it out here:
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Exciting news! I'm thrilled to announce that I'm now an ML Engineer and Developer Advocate at , having join the team!
I've only been here for a week,but I'm already loving the team and the projects we're working on. Can't wait to see what the future holds🤗🔥
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Using the new gr.LinePlot component!
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A real-time dashboard with Google Sheets & @Gradio in 7 lines of Python
Step-by-step guide: gradio.app/creating_a_rea
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2022 has been a blast and also marks, almost exactly, a full year since I started working at Hugging Face and on Gradio. The team has been amazing! 2023 is gonna be even better!
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GeoCode: Interpretable Shape Programs
abs: arxiv.org/abs/2212.11715
project page: threedle.github.io/GeoCode/
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We've added a new round of cool paper implementations & demo ideas to our sprint channel, feel free to check it out and join us in our discord by taking `collaborate` role 🧑🏻🔬🧑🏻🎨 hf.co/join/discord
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asking this to software developers: assume you want to build ML based products, what is the biggest challenge for you?
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Introducing YouTube to Video summary: A
for my participation in the Whisper Sprint supported by and
Get a summary video of a YouTube video (English and Spanish support). Try it here: huggingface.co/spaces/juancop
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🚀 It's been an amazing year for the team!
🎉 Hit 1 million monthly downloads & 10,000 Github stars.
🎉 Introduced Blocks API, partnered with ArXiv, added new components like gr.Image3D, gr.ScatterPlot, & gr.LinePlot, and much much more!
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🚨 2022 was a big year for the Gradio team! 🚨
From major updates and new features to partnerships and milestones, here's a thread of our top 2022 releases. Follow along to see what they've been up to Get ready for a trip down memory lane 🧭
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@Gradio 3.15.0 just got released!
It introduces our newest plotting component gr.LinePlot, which lets you build interactive time series plots with a single line of code
Full changelog here: github.com/gradio-app/gra
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Started build real-time dashboards using the native plots that has added to 𝗴𝗿𝗮𝗱𝗶𝗼 and I'm in 💗 with the API!
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Check out 's awesome guide on how to build a real-time dashboard with and
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Installation instructions here: github.com/gradio-app/gra
It's in beta so any feedback is appreciated!
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We're excited to release something new: the Gradio Discord Bot 🤖
Allows you to use any demo from🤗Spaces as a bot in your own Discord Server. For example, you can use the same Bot to:
- Translate between languages 🌎
- Text-to-speech 🗣️
- Do math 🔢
- Generate images 🖼️
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Do you know about the 𝚎𝚟𝚎𝚛𝚢 keyword supported by Gradio components and events? 🔄
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⚡️ It's very easy to build real-time, updating dashboard with using the new `every` supported by each components.
A full guide showing how to read from BigQuery and have a dashboard with tables & plots: gradio.app/creating_a_das
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Working on a way to use any HuggingFace Space as a Discord bot in your server... 🙃
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