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DataHow Teaching Course Scripts

Guide to opeining notebooks in google colab.

  1. Open https://colab.research.google.com/
  2. You will have already open "Welcome to Colaboratory" notebook
  3. Open notebook (File -> Open Notebook) in top left or "Crtl/Cmd + O"
  4. Click on Github tab in the window that just opened.
  5. Enter this repo "https://github.com/DataHow/analytics-course-scripts.git" and click search.
  6. Select "datahow-course-scripts" under Repository, and keep the "main" branch.
  7. Open the first "00_Process_Characterization.ipynb" notebook.

Course Structure:

Part 1:

  • 00_Process_Simulation
  • 01_PCA (Principal Component Analysis)
  • 02_PLS (Linear Regression and Partial Least Squares)
  • 03_GP (Gaussian Processes)

Part 2:

  • 04_Hybrid_Model
  • 05_Ensembles
  • 06_Bayesian_Optimization

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Scripts for DataHow Advanced Process Data Analytics Course

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