PhD candidate @ GeorgiaTech | Data Scientist | Writer | Researcher | Traveler | www.aqeel-anwar.com
Image for post
Image for post
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 for post
Image for post
Image by Author

Background


Image for post
Image for post
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…


Image for post
Image for post
Illustration credit rawpixels.com


Convert face dataset to masked dataset

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

What is MaskTheFace?


Image for post
Image for post
Image Source

AnalyzeTheChat Online Demo:


Image for post
Image for post

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


Image for post
Image for post
Template for a basic CNN

A visualization of the basic elements of a Convolutional Neural Network

Basic CNN Template:


Image for post
Image for post

Python platform for Drones in 3D environments

What is PEDRA?


Image for post
Image for post

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store