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What is Google colab
Colab is a hosted Jupyter Notebook service that requires no setup to use and provides free access to computing resources, including GPUs and TPUs.
Colab is especially well suited to machine learning, data science, and education.
Enable GPUs for the notebook
Navigate to Edit→Notebook Settings
select GPU from the Hardware Accelerator drop-down
Resources
Working with Notebooks in Colab
- Overview of Colab
- Guide to Markdown
- Importing libraries and installing dependencies
- Saving and loading notebooks in GitHub
- Interactive forms
- Interactive widgets
Working with Data
- Loading data: Drive, Sheets, and Google Cloud Storage
- Charts: visualizing data
- Getting started with BigQuery
Machine Learning Crash Course
These are a few of the notebooks from Google's online Machine Learning course. See the full course website for more.
- Intro to Pandas DataFrame
- Intro to RAPIDS cuDF to accelerate pandas
- Linear regression with tf.keras using synthetic data