Turning a Google Colab Notebook into a Web App – With Nothing But Python
If you’re a data scientist or machine learning engineer, you’ve probably used Google Colab for its easy-to-use interface and powerful capabilities. However, did you know that you can turn your Google Colab notebook into a web app with nothing but Python? In this article, we’ll explore how to do just that.
Using Streamlit
Streamlit is a popular Python library for creating web apps with minimal effort. It allows you to turn your Python script into a web app with just a few lines of code. Let’s see how we can use Streamlit to turn our Google Colab notebook into a web app.
Step 1: Install Streamlit
First, you’ll need to install Streamlit. You can do this by running the following command in your Google Colab notebook:
!pip install streamlit
Step 2: Create a Python Script
Next, create a new Python script in your Google Colab notebook. This script will contain the code for your web app. For example, you might have a script that loads a machine learning model and allows users to make predictions using that model.
Step 3: Use Streamlit to Create the Web App
Now, you can use Streamlit to turn your Python script into a web app. Simply add the following code to the bottom of your script:
import streamlit as st
# Add your code for the web app here
Running the Web App
Once you’ve added the necessary code to your script, you can run the web app in your Google Colab notebook by running the following command:
!streamlit run your_script.py
Conclusion
By using Streamlit, you can easily turn your Google Colab notebook into a web app with nothing but Python. This allows you to share your work with others and create interactive data visualizations and machine learning applications. Give it a try and see how easy it is to create a web app from your Google Colab notebook!
@Anvil, thank you so much for the tutorial. I keep getting an AttributeError of which does not make sense. It states, “Cannot set attribute ‘ethanol_concentration’ on ‘Form1’ form. There is already a component with this name. “. Please help🙏🏾
Has the UI design changed, as its hard to follow along. Clicking on the card in step one doesnt give me any text box i can fill in.
@anvil Hi, thank you for this video. Could you please make a video where you connect a chatbot from Google colab to anvil I'm failing dismally. I'm willing to pay if we can get in contact.
incredible. how i could make an excel auto download as output?
your video is blurred it would be good if you update it to good quality
isso pode ficar disponível mesmo que o colab seja desligado?
Amazing
It's been a while since our last video but we're getting back to it after the launch of the new Anvil Editor. Let us know in the comments what kind of video you'd like to see next!
📖 – See the text version of this tutorial: https://anvil.works/learn/tutorials/google-colab-to-web-app?utm_source=youtube_colab_tutorial
⏱ – New to Anvil? Check out our 5 minute tutorial: https://anvil.works/learn/tutorials/feedback-form?utm_source=youtube_colab_tutorial
🧠 – Deploy an ML model with Data Files: https://anvil.works/learn/tutorials/deploy-machine-learning-model?utm_source=youtube_colab_tutorial