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youtube-appendix

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Resources for some of our education content

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# youtube-appendix

This repository contains resources for our content found on Youtube.

## Whiteboard Videos

- **Image Classification *with* scikit-learn** [YouTube](https://youtu.be/lzXKsY3bANw) [code](https://github.com/probabl-ai/youtube-appendix/blob/main/01-sklearn-image/notebook.ipynb)
- **The Quantile Trick** [YouTube](https://www.youtube.com/watch?v=yLz1NELcIM0) [code](https://github.com/probabl-ai/youtube-appendix/blob/main/02-quantile/notebook.ipynb)
- **Seasonality and Periodic Features** [YouTube](https://youtu.be/cEpiqu3QCW0) [code](https://github.com/probabl-ai/youtube-appendix/blob/main/03-periodic-features/notebook.ipynb)
- **Drawing Data in Jupyter** [YouTube](https://youtu.be/STPv0jSAQEk) [code](https://github.com/probabl-ai/youtube-appendix/blob/main/04-drawing-data/notebook.ipynb)
- **Speedup GridSearch with a Cache** [YouTube](https://www.youtube.com/watch?v=KdIcUDqMVpE) [code](https://github.com/probabl-ai/youtube-appendix/blob/main/05-cache/notebook.ipynb)
- **Random Search is Better, but has one caveat** [YouTube](https://www.youtube.com/watch?v=1FMnKAcaVPk&list=PLSIzlWDI17bS025ph6R0W_3RKM0qJ3qoO&index=6) [code](https://github.com/probabl-ai/youtube-appendix/blob/main/05-cache/random-caching.ipynb)
- **Building Elaborate Pipelines** [YouTube](https://youtu.be/STPv0jSAQEk) [code](https://github.com/probabl-ai/youtube-appendix/blob/main/06-elaborate-pipelines/notebook.ipynb)
- **The standard scaler is not standard** [YouTube](https://youtu.be/atehB1lM1Uc) [code](https://github.com/probabl-ai/youtube-appendix/blob/main/07-scaling-data/standard-scaler.ipynb)
- **Gradient Boosting** [YouTube 1](https://youtu.be/o6seqpMJSTI) [YouTube 2](https://youtu.be/H-Nnk3IFBmY) [Youtube 3](https://youtu.be/5okmBJaE0kY) [YouTube 4](https://youtu.be/ari23OxLsEw) [YouTube 5](https://youtu.be/5qPnAAWxtEE) [code](https://github.com/probabl-ai/youtube-appendix/blob/main/08-boosting/boosting.ipynb)

## Livestream

- **Exploring Ibis** [YouTube](https://www.youtube.com/watch?v=xoipV_Fh7Nk) [code](https://github.com/probabl-ai/youtube-appendix/blob/main/00-livestream/lance-lance.ipynb)
- **KNN on LanceDB** [YouTube](https://www.youtube.com/watch?v=HIRJFYncE2I) [code](https://github.com/probabl-ai/youtube-appendix/blob/main/00-livestream/exploring-ibis.ipynb)
- **PCA vs. UMAP** [YouTube](https://youtube.com/live/P07xnm2TOhY) [code](https://github.com/probabl-ai/youtube-appendix/blob/main/00-livestream/umap-vs-pca.ipynb)

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