Notebooks for CIRA (Cooperative Institute for Research in the Atmosphere) machine-learning short course.
Google Colab notebooks are available at the following locations.
- Lecture 1 (Gentle introduction): https://colab.research.google.com/drive/1RX3TBSms2PWpphtLdHlj9HwPpKHXxf-n?usp=sharing
- Lecture 2 (Linear and logistic regression): https://colab.research.google.com/drive/1CXRVOKp2JUe0CP0XaME-nInlzq0zMipC?usp=sharing
- Lecture 3 (Decision trees, forests, and clustering): https://colab.research.google.com/drive/1l5_zraQmvrJUeEkXW18IvgQnyvMFnFQ2?usp=sharing
- Lecture 4 (Fully connected neural networks): https://colab.research.google.com/drive/1eoxHEeQ19ayHCmlSKhf4yC1Dz8W7B7J3?usp=sharing
- Lecture 5 (Convolutional neural networks): https://colab.research.google.com/drive/1u0Q6qVHRHZXD4S9JlElEAiztYn8wEzyD?usp=sharing