Regression analysis explained with examples, illustrations, animations and cheat sheets.

Context:


Photo by Maranda Vandergriff on Unsplash


Photo by Chaitanya Tvs on Unsplash

Various still and animated visualizations made from the digits of Pi


Image by Author

Why regularization?

  1. When the model is complex enough that it starts modeling the noise in the training data.
  2. When the training data is relatively small and is an insufficient representation of the underlying distribution that it is sampled from, the model fails to learn a generalizable mapping.


Image by Author

Background


By Jonas Jacek jonas.me, CC BY 4.0, https://commons.wikimedia.org/w/index.php?curid=89012582
  1. The document looks nice — Apart from all the other advantages of LaTeX, in my opinion, the final document generated by LaTeX looks really nice, properly organized, and better formatted as compared to other document-processing tools.
  2. No weird accidental formatting problems — In MS Word, you change the placement…


Illustration credit rawpixels.com


Convert face dataset to masked dataset

Image Source: https://github.com/aqeelanwar/MaskTheFace

What is MaskTheFace?


Image Source

AnalyzeTheChat Online Demo:


Python code for maintaining the Github clones and views statistics for more than 14 days.

Aqeel Anwar

PhD candidate @ GeorgiaTech | Data Scientist | Writer | Researcher | Traveler | www.aqeel-anwar.com

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