Gradient Boost Machine Learning|How Gradient boost work in Machine Learning

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Gradient Boost Machine Learning|How Gradient boost work in Machine Learning
#GradientBoost #GradientBoostMachineLearning #UnfoldDataScience
Hello,
My name is Aman and I am a Data Scientist.
About this video:
This video is about gradient boost, one of the most used machine learning algorithms. In this video I explain everything about gradient boost starting from how is gradient boost different from other boosting algorithm and how can we apply that in machine learning. I explain about gradient boost loss function as well in this video and demonstrate how gradient boosting works with a dummy data. below questions are answered in this video:
1. What is Gradient Boost
2. What is difference between gradient boost and ada boost?
3.What is Gradient boost loss function?
4.How residuals work in gradient boost?
5.What is gradient boost learning?
6. What is gradient boost ensemble?
7.Gradient boost vs AdaBoost
About Unfold Data science: This channel is to help people understand basics of data science through simple examples in easy way. Anybody without having prior knowledge of computer programming or statistics or machine learning and artificial intelligence can get an understanding of data science at high level through this channel. The videos uploaded will not be very technical in nature and hence it can be easily grasped by viewers from different background as well.
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Пікірлер: 410

@prasaddalvi3017 4 жыл бұрын

By far the best theoretical explanation on Gradient Boosting. Now I am very much clear on how Gradient Boosting works. Thank you very much for this detailed explanation

@UnfoldDataScience 4 жыл бұрын

Thanks Prasad.

@denial4958 Жыл бұрын

Thank you sir it's the day before my exam and this concept was very unclear to me no matter how much I researched. Simply a life saver👏👏

@sriramapriyar6745 4 жыл бұрын

I have no words to thank you for teaching this complex concept in a simple and effective way. My heartfelt thanks and keep going with the same spirit.

@UnfoldDataScience 4 жыл бұрын

Hello Sri, Thanks for you words. These are my motivation to create more content. Happy Learning. Tc :)

@arjunp3574 2 жыл бұрын

This is the most simplified explanation of gradient boosting I've come across. Thank you, sir.

@UnfoldDataScience 2 жыл бұрын

Glad it was helpful Arjun.

@shashankbajpai5659 4 жыл бұрын

by far the simplest and the best explanation i could have for adaboost

@UnfoldDataScience 4 жыл бұрын

Thanks Shashank. Happy Learning. Stay Safe. tc

@hvs147 4 жыл бұрын

This is by far the clearest/best explanation on Gradient Boosting. Thanks man. God bless!

@UnfoldDataScience 4 жыл бұрын

Thanks Harsha. Happy Learning. Tc

@amithnambiar9818 4 жыл бұрын

Thank you ! Never seen a video so detailed yet understandable about Gradient Boosting

@UnfoldDataScience 4 жыл бұрын

Thanks Amith. Happy Learning. Tc

@IRFANSAMS Жыл бұрын

@Unfold Data Science, Sir the way you explain complex topics in a simple manner is extraordinary

@GopiKumar-ny3xx 4 жыл бұрын

Nice presentation.... Useful information

@UnfoldDataScience 4 жыл бұрын

Thanks a lot :)

@warpathcucucu 2 жыл бұрын

mate, that's literally the best explanation for this topic on youtube

@UnfoldDataScience 2 жыл бұрын

Wow, thanks a lot.

@divyosmiley9 3 жыл бұрын

Thank You, Sir. I read many papers but was so confused, but you made it clear.

@UnfoldDataScience 3 жыл бұрын

Thanks for your valuable comment.

@confused4596 2 жыл бұрын

This channel is my Bible!! Thank you for creating ML content, Aman Sir

@UnfoldDataScience 2 жыл бұрын

Your comments are precious.

@bangarrajumuppidu8354 2 жыл бұрын

superb explanatio fanstastic!!

@UnfoldDataScience 2 жыл бұрын

Thanks Bangarraju.

@hashir3719 Жыл бұрын

It's crystal clear mahn..! thank you

@pratyushanand7429 2 ай бұрын

Great

@praveenkuthuru7439 3 жыл бұрын

Great work !!! Really helps a common person to learn about the GB Algorithm in action in simple terms....Keep up your good work !!!!

@UnfoldDataScience 2 жыл бұрын

Thanks Praveen, will do!

@jude-harrisonobidinnu3876 Жыл бұрын

Very amazing videos. Concepts worth more than jumping into codes. Well done Sir!

@preranatiwary7690 4 жыл бұрын

Gradient boost is clear now! Thanks.

@UnfoldDataScience 4 жыл бұрын

Thank you Prerana:)

@OhSohomemade 3 жыл бұрын

Hey Aman ..very well explained ... I am beginner and was looking for a easy and practical way of learning these concepts and you made it easy ..thanks very much ..appreciate the good work ..cheers

@UnfoldDataScience 3 жыл бұрын

It's my pleasure. Keep Learning. Stay Safe. tc :)

@Atlas-ck9vm 3 жыл бұрын

Probably the greatest explanation of gradient boosting on the internet.

@UnfoldDataScience 3 жыл бұрын

Thanks a lot.

@nurulamin7982 2 жыл бұрын

Awesome.

@UnfoldDataScience 2 жыл бұрын

Thanks Nurul

@RanjitSingh-rq1qx Жыл бұрын

Super explanation with in less time. With mathmatics intuition. Tnq u sir for made this mind-blowing video ❤️🥰😊

@prasadjayanti 2 жыл бұрын

good work..

@UnfoldDataScience 2 жыл бұрын

Thanks a lot.

@gg123das 3 жыл бұрын

Best Gradient Boosting video on KZfaq!!!!

@UnfoldDataScience 3 жыл бұрын

Glad it was helpful Jafar. Happy Learning. Tc

@Sagar_Tachtode_777 3 жыл бұрын

Thank you for sharing such a piece of valuable knowledge in free. May God bless you with exponential growth in the audience and genuine learners!!!

@UnfoldDataScience 3 жыл бұрын

So nice of you Sagar. Thanks for motivating me through comment.

@user-cc7kz4tr5u 10 ай бұрын

Thank you for this video! really amazed by how you siplify complex concepts ! Keep them going please!

@divyanshumnit 2 жыл бұрын

Thank you so much, Sir. I have watched it so many places but the clarity I got from your video. just watching this video I subscribed to your channel.

@UnfoldDataScience 2 жыл бұрын

Thanks Divyanshu.

@amalaj4988 3 жыл бұрын

Learning a lot from you sir! Crisp and clear points as usual :)

@UnfoldDataScience 3 жыл бұрын

Thanks Amol. Your comments motivate me to create more content 😊

@kalluriramakrishna5732 10 ай бұрын

excellent aman. Thank you so much

@blessingumoru7578 Жыл бұрын

well explained.

@vivekbhatia8230 2 жыл бұрын

Very nicely explained sir.. as u said it was not very clear in net.. after your explanation i can understand the working of the gradient boost model.

@tradingdna5706 2 жыл бұрын

Best teacher 👍🏻

@sandeepnayak2427 4 жыл бұрын

Its excellent, very much clearly step by step explained , Highly Appreciable ...You are Awesome ..

@UnfoldDataScience 4 жыл бұрын

Thanks Sandeep. Keep larning. Stay Safe !

@pritampawar6478 Жыл бұрын

very well explained

@snehasivakumar9542 4 жыл бұрын

Easy to understand. 😊👍

@UnfoldDataScience 4 жыл бұрын

Thank you Sneha :)

@kayodeoyeniran2862 9 ай бұрын

Thank you for demystifying such a confusing concept. This is the best explanation by far!!!

@UnfoldDataScience 9 ай бұрын

Thank you

@sudhavenugopal3726 3 жыл бұрын

Well explained, where a beginner can understand this, thank you so much

@UnfoldDataScience 3 жыл бұрын

Thanks a lot Sudha :)

@kemarwhittaker5683 4 жыл бұрын

Awesome video

@UnfoldDataScience 4 жыл бұрын

Thanks a lot. Stay Safe. Tc

@tanaykamath1415 Жыл бұрын

well explained!!

@josephmart7528 2 жыл бұрын

You have made my day with this Ensemble Explanations

@UnfoldDataScience 2 жыл бұрын

Thanks Joseph.

@anirbandutta8142 4 жыл бұрын

Amazing

@UnfoldDataScience 4 жыл бұрын

Thanks Anirban.

@shashireddy7371 4 жыл бұрын

Thanks for sharing your knowledge with great explanation .

@UnfoldDataScience 4 жыл бұрын

Welcome shashi, keep learning :)

@davidfield5295 Жыл бұрын

Good explanation

@mamatha1850 3 жыл бұрын

clearly explained.thanks bro

@UnfoldDataScience 3 жыл бұрын

Happy to help Mamatha :)

@saravananbaburao3041 4 жыл бұрын

One of the best video that I have ever watched for GB . Thanks a lot for the video. Can you please cover one video on Bayesian optimization . Really I find difficult to understand on that topic . Thanks in advance

@UnfoldDataScience 4 жыл бұрын

Noted.

@peaceandlov 3 жыл бұрын

Super Awesome mate.

@UnfoldDataScience 3 жыл бұрын

Thanks for the visit

@liammorgan9948 7 ай бұрын

thank you sir great video

@pranjalgupta9427 2 жыл бұрын

Awesome video 😍😍

@UnfoldDataScience 2 жыл бұрын

Thanks Pranjal. Hope you are doing great.

@dd1278 Жыл бұрын

Legend you are for explaining this so simply.

@UnfoldDataScience Жыл бұрын

Thanks again deb.

@dorgeswati 3 жыл бұрын

you are awesome . video shows the depth you have in understanding these algorithms well. keep it up

@UnfoldDataScience 3 жыл бұрын

Thanks a lot!

@praneethaluru2601 3 жыл бұрын

Very goood and elegant explanation of GBoost than others on KZfaq Sir...

@UnfoldDataScience 3 жыл бұрын

Thanks For watching Praneeth.

@sharmita220 2 ай бұрын

Thank you so much for all the videos. Its so clear

@firstkaransingh Жыл бұрын

Very good and clear explanation 👍

@adilmemon9526 4 жыл бұрын

Well explained.

@UnfoldDataScience 4 жыл бұрын

Thanks Adil. Stay Safe. Keep watching.

@naveenpandey9016 4 жыл бұрын

Great explanation sir

@UnfoldDataScience 4 жыл бұрын

thanks Naveen

@user-xv1ec8ni2j 11 ай бұрын

Thank you. it was perfect explanation of gradient algorithm

@UnfoldDataScience 11 ай бұрын

Glad it was helpful!

@chaitanyakaushik6772 2 жыл бұрын

Excellent explaination sir.

@UnfoldDataScience 2 жыл бұрын

Thanks and welcome

@adithyaboyapati 2 жыл бұрын

Explanation is crisp and very clear.

@UnfoldDataScience 2 жыл бұрын

Thanks Adithya.

@goelnikhils Жыл бұрын

Amazing Content. Thanks a lot

@UnfoldDataScience Жыл бұрын

Welcome Nikhil,pls share with friends

@eric_bonucci_data 3 жыл бұрын

Super clear, thanks a lot!

@UnfoldDataScience 3 жыл бұрын

Welcome Eric.

@mamatha1850 3 жыл бұрын

great explanation.

@UnfoldDataScience 3 жыл бұрын

Thanks Mamatha.

@naivelearner6357 2 жыл бұрын

amazing explanations sir

@UnfoldDataScience 2 жыл бұрын

Thanks for liking

@devendrakumarks4859 4 жыл бұрын

This was very well explained brother. Can you also please bring in the classification problem explanation? I mean how the initial base prediction is done and the other things? That will be of a good help.

@UnfoldDataScience 4 жыл бұрын

Thanks Devendra . Will do. Happy Learning. Tc

@subhz1 4 жыл бұрын

Excellent video!!! Great work!!!!

@UnfoldDataScience 4 жыл бұрын

Thank you very much Subhadip :)

@uttamchoudhary5229 4 жыл бұрын

good nice bro, keep it up

@UnfoldDataScience 4 жыл бұрын

Thanks Uttam.

@sarthakgarg184 4 жыл бұрын

I have been searching for a better intuition on Gradient Boosting and this is the first video which gave me the best intuition. I am looking for research projects, can you help me with some topics on Machine Learning and Deep Learning which I could explore and ultimately go for a paper! I'm also reaching out to you on LinkedIn for better reach. Thankyou for the video :)

@UnfoldDataScience 4 жыл бұрын

Thanks Sarthak, lets connect on LinkedIn and we can discuss more. Stay Safe. Tc.

@manaspradhan2166 3 жыл бұрын

Very well explained, Thank you

@UnfoldDataScience 3 жыл бұрын

Thanks Manas.

@sankararaoyenumala8737 Жыл бұрын

tq sir,its good explination.

@krishnabhadke6161 2 жыл бұрын

thats a perfect explanation aman sir, in a simplest way, thanks alot sir, your videos are really helpful.

@UnfoldDataScience 2 жыл бұрын

So nice of you Krishna

@shubhankarde4732 3 жыл бұрын

great explanation...liked a lot

@UnfoldDataScience 3 жыл бұрын

Thanks a lot.

@SuperShiva619 4 жыл бұрын

Ur awesome🙂 the intent at which u explain concepts are mind blowing.

@UnfoldDataScience 4 жыл бұрын

Thaks Satish, keep watching :)

@surajsthomas 3 жыл бұрын

Awesome video.Very well explained.

@UnfoldDataScience 3 жыл бұрын

Thanks Suraj.

@naqiuddinadnan9156 3 жыл бұрын

I need to study this by myself but mostly the explaination are not soo clear but u give great explaination 👍🏼👍🏼👍🏼

@UnfoldDataScience 3 жыл бұрын

Thanks Naqiuddin :)

@anilboppanna 3 жыл бұрын

Very nicely explained keep posting on such a quality videos..to unfold the data science Black box

@UnfoldDataScience 3 жыл бұрын

Thanks Anil. Happy Learning. Keep watching :)

@ricardocaballero6357 3 ай бұрын

This is awesome, excellent explanation, thanks a lot

@Gamezone-kq5sx 2 жыл бұрын

best explanation....good going

@UnfoldDataScience 2 жыл бұрын

Thank you 🙂

@FarhanAhmed-xq3zx 3 жыл бұрын

Very very simple and clear explanation.really awesome👌👌

@UnfoldDataScience 3 жыл бұрын

Thanks Farhan.

@143balug 4 жыл бұрын

Great explanation, Thank you very much for the detailed explanation

@UnfoldDataScience 4 жыл бұрын

Welcome Balu, Stay Safe. Happy Learning!

@alealejandroooooo 2 жыл бұрын

This was great man, thanks!

@UnfoldDataScience 2 жыл бұрын

Thanks a lot.

@anirbansarkar6306 3 жыл бұрын

It is always great to learn from your videos. I have one small doubt: Stem acts as the basic unit in adaboost. But if we change the algorithm from decision tree to say logistic regression, then also do adaboost uses stem as basic unit (as it is tree) or something else.

@UnfoldDataScience 3 жыл бұрын

Hi Anirban. i dont think u can use any other weak learner apart from DT in sklearn GB.

@danb9393 2 жыл бұрын

Tyanks mate. It is very clear

@UnfoldDataScience 2 жыл бұрын

Welcome 👍

@himanshupathak3090 3 жыл бұрын

Great explanation on gradient boosting.... your videos are making look such complex algorithms so easy :)

@UnfoldDataScience 3 жыл бұрын

Glad you like them Himanshu.

@himanshupathak3090 3 жыл бұрын

Unfold Data Science can you also make a video on Support Vector Machines

@sunnysavita9071 4 жыл бұрын

very good explnation brother

@UnfoldDataScience 4 жыл бұрын

Thanks and welcome Sunny.

@bhushanchaudhari378 3 жыл бұрын

Very well explained sir🎂.. thanks a ton

@UnfoldDataScience 3 жыл бұрын

Welcome Bhusan. Keep watching :)

@mansibisht557 3 жыл бұрын

Best video so far ! :') Thank you!!!

@UnfoldDataScience 3 жыл бұрын

Welcome Mansi.

@19967747 4 жыл бұрын

Very well explained ! Please keep on making such nice videos ! Hope you reach 100k subscribers soon

@UnfoldDataScience 4 жыл бұрын

Thank you Ajinkya. Keep watching :)

@GSds657 5 ай бұрын

VERY GOOD EXPLANATION

@UnfoldDataScience 5 ай бұрын

Thanks for liking

@adityasharma2667 3 жыл бұрын

very well explained...i could say the best video to understand GB

@UnfoldDataScience 3 жыл бұрын

Glad it was helpful Aditya.

@bhargavdr 3 жыл бұрын

Twas very helpful thank you.

@UnfoldDataScience 3 жыл бұрын

Welcome Bhargav.

@ajaykushwaha-je6mw 4 жыл бұрын

Thank you so much for such a nice video. It help me to understand thee concept of GB Algo.

@UnfoldDataScience 4 жыл бұрын

Glad it was helpful Ajay. Happy Learning!

@shreyasb.s3819 3 жыл бұрын

Thanks a lot..nice explained

@UnfoldDataScience 3 жыл бұрын

You are welcome

@andydataguy Жыл бұрын

Great video thanks!

@UnfoldDataScience Жыл бұрын

You're welcome!

@aiuslocutius9758 2 жыл бұрын

Thank you very much. Learning a lot from your videos!

@UnfoldDataScience 2 жыл бұрын

Welcome.

@akshitachugh7835 4 жыл бұрын

Thanks very informative

@UnfoldDataScience 4 жыл бұрын

Welcome Akshita, Happy Learning. Stay Safe, tc :)

@sameerpandey5561 3 жыл бұрын

Thank you Aman..It was very crisp and clear...explanation Just a request..Please add a Video explaining GBDT in case of classification problems ...That would be very much helpful :-)

@UnfoldDataScience 3 жыл бұрын

I will try my best.

@sandipansarkar9211 2 жыл бұрын

finished watching

@abiramimuthu6199 4 жыл бұрын

I was running around so many videos for Gradient boosting.........Than you so much for your detailed explanation.....How does it work for a classsification problem?

@UnfoldDataScience 4 жыл бұрын

Hi Abirami, thank you for the feedback. It's difficult to explain the classification problem through comment. I ll probably create a video for the same :)

@shubhankarde4732 3 жыл бұрын

please create one video for classification as well.....