https://github.com/ncordon/undergraduate-dissertation

Final career project on PAC theory and imbalanced datasets
https://github.com/ncordon/undergraduate-dissertation

imbalanced-learning machine-learning pac-theory

Last synced: 4 months ago
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Final career project on PAC theory and imbalanced datasets

• Host: GitHub
• URL: https://github.com/ncordon/undergraduate-dissertation
• Owner: ncordon
• License: gpl-3.0
• Created: 2016-09-25T10:48:55.000Z (over 9 years ago)
• Default Branch: master
• Last Pushed: 2020-09-06T21:42:00.000Z (almost 6 years ago)
• Last Synced: 2025-10-30T21:45:37.157Z (8 months ago)
• Topics: imbalanced-learning, machine-learning, pac-theory
• Language: TeX
• Homepage:
• Size: 1.07 MB
• Stars: 18
• Watchers: 1
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

          
# tfg

Final degree project on PAC learning math theory and imbalance preprocessing algorithms

# Probably Approximately Correct Learning

![Clases PAC](./memoria/imgs/clases-pac-en.png)

Written in Spanish.

## Useful resources on the topic

- Shai Shalev-Shwartz and Shai Ben-David's book: [Understanding Machine Learning](http://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/)

- Shai Ben-David's youtube [channel](http://bit.ly/2wZC98m) with lessons based on the book.

# `imbalance` package

I am developing an `R` package called [`imbalance`](https://ncordon.github.io/imbalance) to balance binary class datasets (mostly containing oversampling algorithms)