Tree-Based Models Outperform Deep Learning.pdf

2207.08815.pdf
Preview of Tree-Based Models Outperform Deep Learning
🔗 Source: arxiv.org
📊 Size: 25.21 MB
📄 Pages: 33 pages
⬇️ Downloads: 67

Summary

Tree-based models outperform deep learning on tabular data, with extensive benchmarks showing their superiority on 45 datasets, even without accounting for their faster training speed. The performance gap is partly due to neural networks' struggles with irregular patterns, rotation invariance, and uninformative features. A new benchmark for tabular data is created, with a precise methodology for choosing and preprocessing datasets, and raw results of random searches are shared to enable researchers to test new algorithms.

Description

Tree-based models outperform deep learning on tabular data, with extensive benchmarks showing their superiority on 45 datasets, even without accounting for...

Technical Information

  • File Format: PDF
  • File Size: 25.21 MB
  • Pages: 33
  • Language: EN
  • Total Downloads: 67
  • Last Updated: 6 days ago

Document Overview

This PDF document about Tree-Based Models Outperform Deep Learning provides comprehensive information and guidance. Whether you're a beginner or advanced user, this resource offers valuable insights into Tree-Based Models Outperform Deep Learning.

Related Topics

If you're interested in Tree-Based Models Outperform Deep Learning, you might also want to explore:

Download Tree-Based Models Outperform Deep Learning eBooks for free and learn more about Tree-Based Models Outperform Deep Learning. These books contain exercises and tutorials to improve your practical skills, at all levels!

Not satisfied with this document? We have related documents to Tree-Based Models Outperform Deep Learning, try searching with similar keywords: Tree-Based Models Outperform Deep Learning, Deep Learning and Kernel Machines: RBMs, Deep BMs, RKMs, and Generative Models for Explainable AI, Deep Learning And Kernel Machines Rbms Deep Bms Rkms And Generative Models For Explainable Ai, Private Equity Continued To Outperform Venture, Hospitality-Ad-Campa ign-Ad360-outperform s-other-DSPs, Outperform, Theoretical Analysis of Linear Models for Meta-Learning: Shallow vs Deep Architectures, Deep Learning Versus Surface Learning

You can download PDF versions of the user's guide, manuals and ebooks about Tree-Based Models Outperform Deep Learning, you can also find and download for free A free online manual (notices) with beginner and intermediate, Downloads Documentation, You can download PDF files (or DOC and PPT) about Tree-Based Models Outperform Deep Learning for free, but please respect copyrighted ebooks.