XGBoost Overview| Overview Of XGBoost algorithm in ensemble learning

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XGBoost Overview| Overview Of XGBoost algorithm in ensemble learning

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XGBoost Overview| Overview Of XGBoost algorithm in ensemble learning
#XGBoost #UnfoldDataScience #EnsembleLearning
Hello,
My name is Aman and I am a data scientist.
About this video:
In this video, I explain about the concept of XGBoost algorithm, I explain how XGBoost is very popular algorithm and the reasons behind it. Below topics are mentioned in this video:
1. What is XGBoost?
2. Properties of XGBoost?
3. Why is XGBoost so popular?
4. How is XGBoost so efficient and fast?
5. Parallelization in XGBoost?
6.Cache optimization in XGBoost?
7. Regularization in XGBoost?
8. Auto pruning in XGBoost?
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Пікірлер: 82

@UnfoldDataScience 2 жыл бұрын

Access Hindi, English courses here- www.unfolddatascience.com/s/store Plz register on the website

@amanentertainmentstudio4854 3 жыл бұрын

I follow lot of Data Science channel in youtube but the clarity & stillness with which you explain things is unmatchable with any other channel.

@UnfoldDataScience 2 жыл бұрын

Thanks a lot Aman for such words 😇

@souravbiswas6892 4 жыл бұрын

There are very few good explanation available for xgboost in the Internet. Thanks for sharing this.

@UnfoldDataScience 4 жыл бұрын

Welcome Sourav :)

@harshadsavle1018 Жыл бұрын

you are so selfless person..really appreciate your hard work and help for us sir...thankyou so much...my eyes are wet sir..god bless you

@josephmart7528 2 жыл бұрын

You are just an amazing teacher. Explained everything in the simplest way ever

@UnfoldDataScience 2 жыл бұрын

Thansk A lot

@yamkaspi9269 Ай бұрын

wow, great (-: thanks Aman

@ramakrishnagadde7467 4 жыл бұрын

Good going Aman. Finish the XG Boost series with a practical explanation. This helps young data folks.

@UnfoldDataScience 4 жыл бұрын

Thanks Ram, Yes sure.

@Madhuram_Qualityoflife 4 жыл бұрын

I was waiting for video on XGB. Thanks alot Aman for explaining 👍🏼

@UnfoldDataScience 4 жыл бұрын

Thanks a lot for witching :)

@gauravverma365 2 жыл бұрын

Your way of teaching and explaining the things are fabulous. I request you please make a video that how the prediction equations are generated from xgboost algorithm

@UnfoldDataScience 2 жыл бұрын

Thanks Gaurav. Sure.

@bishwajeetsingh8834 2 жыл бұрын

best explanation of XGboost .

@UnfoldDataScience 2 жыл бұрын

Thanks Biswa.

@Sagar_Tachtode_777 4 жыл бұрын

Very nice teaching and knowledge. 🌼💮🌸

@UnfoldDataScience 4 жыл бұрын

Thanks Sager. Happy Learning.

@sandipansarkar9211 3 жыл бұрын

superb explanation.Now just need coding practice related to this algorithm

@UnfoldDataScience 3 жыл бұрын

Best of luck

@sohamdharap4789 Жыл бұрын

great content dude! Keep up the good work!!!

@gauravsrivastava6161 3 жыл бұрын

Great Video. Can you also explain about, when should we not use XGBoost and go with some other technique like random forest etc? Also, how XGBoost solves the ranking problem, like Pairwise, Pointwise and Listwise Ranking of documents?

@UnfoldDataScience 3 жыл бұрын

Great suggestion Gaurav, Will try to put.

@nivednambiar6845 2 жыл бұрын

Nice video Aman, thanks for sharing your knowledge 😍😍😍

@UnfoldDataScience 2 жыл бұрын

Thanks Nived.

@shadiyapp5552 Жыл бұрын

Thank you sir for this amazing video ♥️

@UnfoldDataScience Жыл бұрын

Thanks Shadiya. Pls share with friends as well.

@roshantonge1952 11 ай бұрын

great video sir thank u for great content

@UnfoldDataScience 11 ай бұрын

Thank you.

@rohitpant6473 2 жыл бұрын

very well explained

@UnfoldDataScience 2 жыл бұрын

Thanks Rohit.

@siddharthd9047 4 жыл бұрын

That was a very good "to the point" explanation. Please also make a clear video on the differences between Light GBM and XGBoost

@UnfoldDataScience 3 жыл бұрын

HI Siddharth, thanks for the suggestion, will add that in my video plan.

@jude-harrisonobidinnu3876 Жыл бұрын

Great Video Man

@anupamtiwari7808 2 жыл бұрын

Informative video to understand the xg boost in detail. My question is, I have successfully applied xgboost regression to predict the Y variable using x1, x2, x3 and x4 parameters then how can I get the prediction equation for that Y variable

@Kumarsashi-qy8xh 4 жыл бұрын

Explained very well sir 👍

@UnfoldDataScience 4 жыл бұрын

Thanks for watching :)

@user-ur2en1zq4f 2 жыл бұрын

Awesome , thanks

@shreyasb.s3819 3 жыл бұрын

Superbbb.excellent explanation

@UnfoldDataScience 3 жыл бұрын

Thank you so much 🙂

@preranatiwary7690 4 жыл бұрын

Nice info

@UnfoldDataScience 4 жыл бұрын

Thank you.

@rahulshaw4371 4 жыл бұрын

It would be helpful if you make more videos on stat

@UnfoldDataScience 4 жыл бұрын

Thanks Rahul, will add more in stats playlist, pls mention some topics u r looking for.

@sandipansarkar9211 2 жыл бұрын

finished watching

@user-pl5vt3jx7g Жыл бұрын

Thank you for the informative video. Could you please attach the paper on XG-boost that you mentioned in the video?

@AmitabhSuman Жыл бұрын

Again, a damn good video. This has been an amazing learning. Let me know how can I get in touch with you!

@UnfoldDataScience Жыл бұрын

Thanks Amit, you can write me at unfolddatascience@gmail.com

@v1hana350 2 жыл бұрын

How can parallelization work in the Xgboost algorithm? Please explain it with an example

@balapranav5364 3 жыл бұрын

Please explain on sample_weights and scale_pos_weight in xgboost hyperparameter tuning

@anupanthony5416 Жыл бұрын

sir in the interview if the working of XGboost is asked, then do i have to explain GBDT first and then speak of speed and performance or it is ok to say that XGBOOST is build on GBDT ??? how should i answer that question?

@UnfoldDataScience Жыл бұрын

May be you can give little context of GBDT and come to XGBoost. If they have more questions around XGB , they will anyway ask

@louerleseigneur4532 3 жыл бұрын

Thanks buddy

@UnfoldDataScience 3 жыл бұрын

Welcome.

@adityavarma1077 3 жыл бұрын

please make a video on xgboost using mathematical equations.

@UnfoldDataScience 3 жыл бұрын

Sure Srini. Noted.

@1984ayan 3 жыл бұрын

Can you tell me if there is any algorithm which violates your first three points?

@AK-ud4ur 3 жыл бұрын

Can we use XGBOOST in industrial application as well? because you said it is mostly used in Kaggle competitions.

@UnfoldDataScience 3 жыл бұрын

Yes Abhijit we can use for sure.

@ravikiran1284 3 жыл бұрын

Hi Aman,very neat explanation Could you please provide the link for xgboost paper

@UnfoldDataScience 3 жыл бұрын

Sure Ravi. arxiv.org/abs/1603.02754

@ravikiran1284 3 жыл бұрын

@@UnfoldDataScience Thank you aman

@_ChetanSalunke Жыл бұрын

Sir, you said, " I have given link for XGBoost document" but I didn't find there.

@UnfoldDataScience Жыл бұрын

May be I missed to put. If you google "XGBoost documentation" you will easily find it.

@gauravkumarrana6870 2 жыл бұрын

publication ka link kidhar hai ?

@SandeepSSMishra Жыл бұрын

Sir, Where can we get the paper?

@darkodimitrijevic8079 Жыл бұрын

macam mana nak buat?

@AjayKumar-gx3ud 4 жыл бұрын

Sir i have an experience of 2+ years as a technical support engineer. Could you please help me how could i use this experience in my resume when applying for ds jobs?

@UnfoldDataScience 4 жыл бұрын

Hi Ajay, you can create a good data science use case from the existing work as well

@meghapuchu 4 жыл бұрын

Please explain svm also in the Same way 😊

@UnfoldDataScience 3 жыл бұрын

Sure Megha, Thanks for suggestion.

@prateeksansanwal1950 Жыл бұрын

1000 years from now when this will be made so simple and people wont even bother knowing what goes in the backend.......I know 1000 year is alot but just saying

@UnfoldDataScience Жыл бұрын

Thanks Prateek, your comment is precious to me