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Gradient Boosting with Regression Trees Explained
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In this video I explain what gradient boosting is and how it works, from both a theoretical and practical perspective. In general, gradient Boosting is a powerful machine learning technique for building predictive models that involves combining multiple weak models to create a stronger overall model. The idea behind gradient boosting is to iteratively improve the performance of a weak learner by training it on the errors made by the previous model in the sequence.
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*Contents*
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00:00 - Intro
00:15 - Gradient Boosting Theory
01:57 - Gradient Boosted Regression Trees - Step 0
02:14 - Gradient Boosted Regression Trees - Step 1
02:31 - Gradient Boosted Regression Trees - Step 2
02:48 - Gradient Boosted Regression Trees - Step 3
03:09 - Gradient Boosting Overview
03:59 - Outro
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#gradientboosting #regressiontrees
*Related Videos*
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
*Resources*
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
*Contents*
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
00:00 - Intro
00:15 - Gradient Boosting Theory
01:57 - Gradient Boosted Regression Trees - Step 0
02:14 - Gradient Boosted Regression Trees - Step 1
02:31 - Gradient Boosted Regression Trees - Step 2
02:48 - Gradient Boosted Regression Trees - Step 3
03:09 - Gradient Boosting Overview
03:59 - Outro
*Follow Me*
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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)
► Bitcoin (BTC): 3C6Pkzyb5CjAUYrJxmpCaaNPVRgRVxxyTq
► Ethereum (ETH): 0x9Ac4eB94386C3e02b96599C05B7a8C71773c9281
► Cardano (ADA): addr1v95rfxlslfzkvd8sr3exkh7st4qmgj4ywf5zcaxgqgdyunsj5juw5
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#gradientboosting #regressiontrees
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