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| Name | Gradient Boosting with Regression Trees Explained |
| Video Uploader | Video From DataMListic |
| Upload Date | This Video Uploaded At 24-02-2023 18:31:30 |
| Video Discription | 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. *Related Videos* ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ The Bias Variance Tradeoff: https://youtu.be/5mbX6ITznHk Multivariate Normal Distribution: https://youtu.be/UVvuwv-ne1I Estimated Calibrated Error (ECE): https://youtu.be/NDY2fH1FitQ *Resources* ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ Gradient Boosting Equation derivation (Math section): https://towardsdatascience.com/all-you-need-to-know-about-gradient-boosting-algorithm-part-1-regression-2520a34a502 *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* ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 🐦 Twitter: @datamlistic https://twitter.com/datamlistic 📸 Instagram: @datamlistic https://www.instagram.com/datamlistic 📱 TikTok: @datamlistic https://www.tiktok.com/@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: https://www.patreon.com/datamlistic ► Bitcoin (BTC): 3C6Pkzyb5CjAUYrJxmpCaaNPVRgRVxxyTq ► Ethereum (ETH): 0x9Ac4eB94386C3e02b96599C05B7a8C71773c9281 ► Cardano (ADA): addr1v95rfxlslfzkvd8sr3exkh7st4qmgj4ywf5zcaxgqgdyunsj5juw5 ► Tether (USDT): 0xeC261d9b2EE4B6997a6a424067af165BAA4afE1a #gradientboosting #regressiontrees [lOwsMpdjxog] |
| Category | Education |
| Tags | deep learning | machine learning | artificial intelligence | ml | dl | ai | data science | ds | why ml | why dl | gradient boosting | gradient boosting regression trees | gradient boosted regression trees | gradient boosted regressors | random forest | boosting | forest | decision tree | gradient boosting math | maths | gradient boosting explained |
