Скачать или смотреть Introduction to Python Gradio - Build Machine Learning Web Apps Fast

Learn how to quickly demo machine learning models in Python using Gradio to build web UI with no frontend (HTML, CSS, JS) code.

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In this Python Gradio tutorial, you'll learn:

What is Gradio and how it lets you easily create web UIs for ML models
Installing Gradio and setting up a virtual environment
Creating a basic Gradio app with inputs and outputs
Handling different data types like text, images, audio, video
Customizing UI components like text boxes, sliders, buttons
Debugging your Gradio apps
Deploying and launching your Gradio web application locally.

Gradio makes it fast and simple to demo any Python function, from ML (machine learning) models to general data processing, as a web application without needing to code a front-end. This is perfect for demos, sharing projects, and getting live feedback.

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Timestamps
00:00:00 Introduction
00:01:22 Creating a virtual environment
00:03:20 Activating virtual environment
00:03:41 Upgrade PIP version
00:04:14 Installing Gradio
00:04:27 Common errors when installing Gradio
00:05:01 Writing a demo Gradio application
00:05:38 Gradio Interface
00:06:07 Creating a function
00:06:44 The interface inputs
00:07:26 Launching the Gradio demo application
00:08:28 The web interface
00:08:45 The Gradio flag button
00:09:26 How to stop a Gradio application
00:10:06 Multiple inputs in your Gradio application
00:11:13 Multiple Outputs in your Gradio application
00:12:07 Explanation of different Gradio application
00:12:36 Image input and image output in Gradio application
00:14:25 Accessing python Gradio documentation or source code
00:14:46 Gradio debugging
00:15:51 Using Gradio textbox class
00:16:53 Other parameters to modify
00:18:09 How to improve your Gradio knowledge
00:19:26 Hope this was beneficial to you as a Gradio introduction
00:19:50 Personal Gradio project showcase
00:20:58 Conclusion

Tags:
#python #gradio #machinelearning #deeplearning #pytorch #tensorflow #webapp #pythonprogramming #pythonwebdevelopment #pythonforbeginners #pythonmachinelearning #ai #ml