XGBoost Explained in Under 3 Minutes

DataMListic
DataMListic
30 هزار بار بازدید - 10 ماه پیش - In this video, we explore
In this video, we explore what are the key features that made the eXtreme gradient boosting (XGBoost) model so successful in machine learning.

Related Videos
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
Gradient Boosting explained: Gradient Boosting with Regression Tre...
Why Deep Neural Networks (DNNs) Underperform Tree-Based Models on Tabular Data: Why Deep Neural Networks (DNNs) Under...
Bagging vs Boosting: Bagging vs Boosting - Ensemble Learni...

Contents
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
00:00 - Intro
00:22 - XGBoost and Gradient Boosting
00:54 - #1 L1 and L2 regularization
01:09 - #2 Model regularization
01:27 - #3 Built-in cross-validation
01:49 - #4 Parallelization
02:00 - #5 Prunning
02:24 - #6 Versatility
02:33 - #7 Easy-to-use interface
02:43 - Outro

Follow Me
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
🐦 Twitter: @datamlistic Twitter: datamlistic
📸 Instagram: @datamlistic Instagram: datamlistic
📱 TikTok: @datamlistic TikTok: datamlistic

Channel Support
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
The best way to support the channel is to share the content. ;)

If you'd like to also support the channel financially, donating the price of a coffee is always warmly welcomed! (completely optional and voluntary)
► Patreon: Patreon: datamlistic
► Bitcoin (BTC): 3C6Pkzyb5CjAUYrJxmpCaaNPVRgRVxxyTq
► Ethereum (ETH): 0x9Ac4eB94386C3e02b96599C05B7a8C71773c9281
► Cardano (ADA): addr1v95rfxlslfzkvd8sr3exkh7st4qmgj4ywf5zcaxgqgdyunsj5juw5
► Tether (USDT): 0xeC261d9b2EE4B6997a6a424067af165BAA4afE1a

#xgboost #boosting #gradientboosting #decisiontrees
10 ماه پیش در تاریخ 1402/07/25 منتشر شده است.
30,058 بـار بازدید شده
... بیشتر