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Deep learning vs tabular models (Ep. 217)

Feb 21, 2023
28:25
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1
Introduction
00:00 • 3min
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2
The Evolution of Deep Learning and Neural Networks
02:34 • 4min
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3
Creating a Benchmark for Tabular Learning
06:21 • 2min
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4
How to Complete a Missing Data Set
08:28 • 3min
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5
Arctic Wolf.com Slash Data Science - The New Interactive Compliance Portal
11:41 • 3min
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6
Deep Learning Models on Tabular Data
14:35 • 4min
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7
Neural Networks and Tree-Based Models
18:26 • 2min
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8
Neural Networks Are Biased to Smooth Solutions
20:10 • 4min
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9
How to Predict a Target Function Using Random Forest
23:45 • 3min
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10
Data Science at Home Podcast
26:40 • 2min
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Deep learning methods are not as effective with tabular data. Here is why, and what to do about it.

 

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References

  • https://paperswithcode.com/methods/category/deep-tabular-learning 
  • https://m-clark.github.io/posts/2022-04-01-more-dl-for-tabular/

 

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