sharifizarchi/introduction_to_machine_learning

دوره‌ی مقدمه‌ای بر یادگیری ماشین، برای دانشجویان

introduction_to_machine_learning's Issues

Copyright Law

If I am not mistaken, the picture is under copyright law.

Decision Trees: Proper Slide Arrangement

slide 12/15:
This slide is not arranged in proper order.
ID3 and C4.5 algorithms must be introduced "before" CART and immediately after information gain as C4. 5 and ID3 use Gain Ratio and Information Gain respectively as the goodness function.

Calculus and Optimization: a typo

Chapter_01_Mathematics / Calculus and Optimization

Slide improvements

These slides are getting used as a reference for teaching in the ML for BioInformatic course as well.
In the process of class, some points of improvement got found. This issues tries to serve as a thread for conveying these improvements.

Decision Trees: Proper Slide Arrangement

Slide 14/15:
The slide titled "Positiveness of Information Gain" must be moved to the Information gain section.

Generalization Error: Bias Variance

Slide 7/7:
In Overfitting vs Underfitting graph, it is recommented to plot Bias², Var, and Bias²+Var rather than
Bias, Var, and Bias² + Var
rather than Bias according to the formula shown below:

wrong calculation of probability

Chapter 4 (ML_Models_for_Tabular_Datasets) / page 6