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681: XGBoost: The Ultimate Classifier, with Matt Harrison

  • Podcast episode
  • May 23, 2023
  • #DataScience
Jon Krohn 🇺🇦
@JonKrohnLearns
(Host)
Matt Harrison
@__mharrison__
(Guest)
open.spotify.com
Listen on Apple
72 min
Listen on Spotify
72 min
1 Recommender
1 Mention
Unlock the power of XGBoost by learning how to fine-tune its hyperparameters and discover its optimal modeling situations. This and more, when best-selling author and leading Python... Show More

Unlock the power of XGBoost by learning how to fine-tune its hyperparameters and discover its optimal modeling situations. This and more, when best-selling author and leading Python consultant Matt Harrison teams up with Jon Krohn for yet another jam-packed technical episode! Are you ready to upgrade your data science toolkit in just one hour? Tune-in now!

This episode is brought to you by Pathway, the reactive data processing framework (pathway.com/?from=superdatascience), by Posit, the open-source data science company (posit.co), and by Anaconda, the world's most popular Python distribution (superdatascience.com/anaconda). Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.

In this episode you will learn:
• Matt's book ‘Effective XGBoost’ [07:05]
• What is XGBoost [09:09]
• XGBoost's key model hyperparameters [19:01]
• XGBoost's secret sauce [29:57]
• When to use XGBoost [34:45]
• When not to use XGBoost [41:42]
• Matt’s recommended Python libraries [47:36]
• Matt's production tips [57:57]

Additional materials: www.superdatascience.com/681

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Brad Neuberg @bradneuberg ¡ May 26, 2023
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Really excellent podcast from ⁌@JonKrohnLearns⁊ on XGBoost, still the reigning easy drop in for tabular data machine learning problems:
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