https://gradio.app/ [logo] [?] Getting Started [?] Docs Guides Community File an Issue Discuss Discord Newsletter Build & share delightful machine learning apps Gradio is the fastest way to demo your machine learning model with a friendly web interface so that anyone can use it, anywhere! Star 5,771 Get Started with 5 lines of pure Python Sketch Recognition Question Answer Image Segmentation Speech Verification View full code import gradio as gr def sketch_recognition(img): # Implement sketch recognition model here... # Return labels and confidences as dictionary iface = gr.Interface(fn=sketch_recognition, inputs="sketchpad", outputs="label").launch() View full code import gradio as gr def question_answer(context, question): # Implement Q&A model here... # Return a tuple consisting of two strings: (answer, confidence) iface = gr.Interface(fn=question_answer, inputs=["text", "text"], outputs=["textbox", "text"]).launch() View full code import gradio as gr def segment(image): # Implement image segmentation model here... # Return segmented image iface = gr.Interface(fn=segment, inputs="image", outputs="image").launch() View full code import gradio as gr def same_or_different(audio1, audio2): # Run model to see if spoken by same person or not # Return the result as a custom HTML snippet iface = gr.Interface( fn=same_or_different, inputs=["audio", "audio"], outputs="html" ).launch() Used by machine learning teams big and small [google] [amazon] [fb] [cisco] [twitter] [vmware] [huggingfac] [siemens] [mit-svg-50] [stanford] [uipath] [unifyid] [humaniseai] [factmata] [wns] Fast, easy setup Gradio can be installed directly through pip. Creating a Gradio interface only requires adding a couple lines of code to your project. You can choose from a variety of interface types to interface your function. Read more on Getting Started... Present and share Gradio can be embedded in Python notebooks or presented as a webpage. A Gradio interface can automatically generate a public link you can share with colleagues that lets them interact with the model on your computer remotely from their own devices. Read more on Sharing... Permanent hosting Once you've created an interface, you can permanently host your interface on Huggingface Spaces. Huggingface Spaces will host the interface on its servers and provide you with a link you can share. Read more on Hosting... Integrates with all your favorite Python libraries [huggingfac] [jupyter] [matplotlib] [numpy] [pytorch] [scikit] [quote] Gradio is now an essential part of our ML demos. All it takes is a few minutes to make a demo come to life. - Mohamed El-Geish, Director of AI at Cisco [quote] Gradio accelerated our efforts to build and demo interdisciplinary models by quickly letting clinicians interact with machine learning models without writing any code. It's a huge time-saver! - David Ouyang, Cardiologist at Stanford Medicine Vinay Prabhu Vinay Prabhu @vinayprabhu [logo] Dear #MachineLearning twitter, If you haven't typed: $ pip install gradio yet, now would be a damn good time. Especially if you are working in computer vision & deploying models in the real world. twitter.com/abidlabs/statu... 19 12:53 PM - Nov 5, 2020 David Ouyang, MD David Ouyang, MD @David_Ouyang [logo] Having @GradioML deploy your model is like a test-of-time award, except it's test-of-now. Open implementation, clear code, and actionable dataset has to skew towards better papers. twitter.com/ GradioML/statu... 13 1:37 AM - Dec 15, 2020 Aniket Maurya Aniket Maurya @aniketmaurya [logo] Build prototype UI for any kind of Machine Learning model with a single line of code, powered by @Gradio It is framework agnostic - use @PyTorch @Tensorflow @scikit_learn or any of your fav. ML framework. Get started with a single line of code. 74 10:44 PM - Oct 27 2021 Charly Wargnier Charly Wargnier @DataChaz [logo] Pretty neat that @GradioML! + Generate an easy-to-use UI for your #ML model, function, or #API with only a few lines of code! + Integrate directly into your @ProjectJupyter notebook + or share a link with anyone h/t @VincentTerrasi #MachineLearning www.gradio.app 18 5:07 PM - Jan 18, 2021 Chua Chin Hon Chua Chin Hon @chinhon [logo] What's exciting about ML in 2021 is how the building blocks r coming together. Built this headline writer using: - AutoNLP to finetune Bart - @Gradio for the UI - @huggingface's Spaces for hosting and compute Try it here: https://huggingface.co/spa... 61 10:39 PM - Oct 24, 2021 Roxana Daneshjou MD/PhD Roxana Daneshjou MD/PhD @RoxanaDaneshjou [logo] Honestly, without @Gradio, we would not be doing a real time AI trial. We have many other ideas for algorithms we want to test through clinical trials, and we know it's possible thanks to @Gradio. 15 7:37 PM - Jul 22, 2021 [logo] [twitter] [github]