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nickeubank committed Nov 14, 2023
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- `Regression Plots <https://www.statsmodels.org/stable/examples/notebooks/generated/regression_plots.html>`_
- `Patsy: Differences from R <https://patsy.readthedocs.io/en/latest/R-comparison.html>`_",- `Link <exercises/Exercise_statsmodels.ipynb>`_
"Tues, Nov 14",- Machine Learning with sckikit-learn,"- JVP Chapter 5 up to ""Hyperparameters and Model Validation"" Section (pp 331 - 359)",
"Thurs, Nov 16",,,
"Tues, Nov 21",No Class,,
"Thurs, Nov 23",THANKSGIVING,,
"Tues, Nov 28","- Defining Your Own Estimators
"Thurs, Nov 16","- Defining Your Own Estimators
- Regex","- Review linear regression as matrix manipulations. `Here's a nice review. <https://www.stat.purdue.edu/~boli/stat512/lectures/topic3.pdf>`_
- `Review how to define classes <https://realpython.com/python3-object-oriented-programming/>`_
- `Broadcasting in numpy <41_broadcasting.ipynb>`_
- **Opioid Project Rough Draft Due**",
"Thurs, Nov 30","- Parallelism
- `Broadcasting Gotchyas <https://nickeubank.github.io/practicaldatascience_book/notebooks/class_2/week_3/41_broadcasting.html#a-common-gotcha-narrow-matrices-v-1-dimensional-vectors>`_",
"Tues, Nov 21",No Class,,
"Thurs, Nov 23",THANKSGIVING,,
"Tues, Nov 28","- Parallelism
- Distributed Computing","- `Parallel Computing <parallelism.ipynb>`_
- `Distributed Computing with dask <distributed_computing.ipynb>`_
(Note reading includes a 45 minute video to watch)
**Optional:**
- `Setting Up Cloud Cluster <distributed_starting_dask_cluster.ipynb>`_",
- **Opioid Project Rough Draft Due**",
"Thurs, Nov 30",,,
Wed Dec 13,,**Final Project Report and Presentation Due**,
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