Step by Step Matrix Approach to Multiple Linear Regression Solved Problem

[@maths9413]

Wow! Thank you for this wonderful video. You really tried and explain it clearly. More of this energy is expected 💕

[@stabelm]

You are welcome

[@ΜαριοςΜπεικος-ρ7η]

You just helped me finish a project way sooner just within the first few seconds of the video by showing the formula: B = ((X'X)^(-1))*X'*Y . Many thanks brother!!

[@stabelm]

You are welcome 🙏

[@vatg2001]

You have selected nice topic but please remove that background music

[@stabelm]

I so much appreciate your feedback. I'll improve on this. 💕

[@MadingMajok]

Thanks, I have been struggling with my assignment and now you have saved

[@stabelm]

Glad I could help!

[@hassanbenjamin1765]

You're the best my guy.... Keep doing this great job
I have benefited so much on this tutorial 🙏🙏🙏

[@stabelm]

Happy to hear that!

[@jmifebles]

Just to say something, you made a mistake when transcribing the matrix (X^T * X)^-1 in the number i22 should be 296 instead of 269, the result is fine because you had the exercise already done beforehand. Tremendous contribution has helped me a lot.

[@stabelm]

Thanks

[@megersaoljira7594]

amazing ...I got enough understanding. I have never found such like explanation. I confused for a lot of times how linear regression works. I use linear regression with predefined python library but no idea how it works.

[@naranbaatarnarangerel499]

Dear Mr. Thank you for your lesson. It was very easy to learn from you.

[@stabelm]

Glad to hear that

[@ishimwekabanopatience7005]

Great explanation but the background music was disturbing for a sensitive topic like this.

[@stabelm]

Sorry for that. I have stopped putting background sound in my video as the result of your sincere feedback. Thank you ❤️

[@sandysims1003]

Thankyou ...I had an exam and it really helped..thanks a lot

[@stabelm]

I'm happy to hear this. Much love 💕

[@hopelesssuprem1867]

Thanks a lot. This is the best explatanion step by step because in books there are only resulst without calculations

[@stabelm]

Thank you hopeless 🙏.

[@hopelesssuprem1867]

@@stabelm thank you for this brilliant example. I would be thankfull a lot if you made the similar example with logistic regression because nobody can explain normally this topic with a worked example - only formulas.

[@stabelm]

I will do that. Watch out!

[@hopelesssuprem1867]

@@stabelm thank you so much👍

[@kiprop5141]

It just got me and I'm having exam tomorrow,, really amazing

[@stabelm]

Thank you for your positive comment 💕

[@hirukavindi8228]

Thank You! I have an exam tomorrow this is very helpful🤩

[@stabelm]

@@hirukavindi8228 happy to hear that

[@sewingmachine_depot]

This is amazingly phenomenal!!!

[@Adeeviant]

why would you have this high volumed music in the background when explaining something that requires a lot of concentration and is clearly complicated

[@stabelm]

I'm sorry. I won't do that next time

[@Adeeviant]

@@stabelm i appreciate your understanding, i wanted to also say that i have been struggling with multiple regression for a while, but you explained it very well and i understand it now.

[@stabelm]

Oh thanks. I am happy to hear this from you. Thank you ❤️

[@fokatv7646]

So that you don’t get board and sleep off😂😂

[@Withme70]

Yes i feel too

[@ayorindeayomide6542]

God bless you exceedingly abundantly

[@opeyemisotomi7721]

Thank you for making regression easier

[@ferocious_zw1229]

You deserve a follow

[@1littlehelper]

This is fantastic, thank you so much for this video! Keep up the great work xx

[@stabelm]

You are welcome ❤️

[@lovethogo8008]

Thank you so much....I have exam tomorrow and this video is really helpful😭😭

[@stabelm]

You are most welcome

[@milodimouna795]

This video is very wonderful. You are very professional and explain in the smallest details. I cannot thank you enough. You helped me a lot in understanding and applying. Thank you very much ❤️❤️❤️. But as a small note, the music is loud.

[@stabelm]

Wow! You are so matured in presenting your comment. Thanks for the words of encouragement and advice. I have stopped adding sound to my video. Once again, thank you so much 💕

[@milodimouna795]

@@stabelm I wish you all the best because you deserve it ❤️

[@stabelm]

Thank you ❤️ so much

[@Samanalyaya]

Thankyou very much..your vedio very usefull for me

[@KEY-rn2fv]

Thanks a lot ❤
It was really a great help with a great explanation of concept…❤❤

[@stabelm]

Glad it was helpful!

[@shobhityadav9107]

Please increase the volume of music i was able to slightly hear what you were saying 🙏

[@kufamuyekeindopu8457]

Thank God I came across this video. You are amazing, keep it up

[@stabelm]

Thank you so much Indopu. Your encouragement touches me wholeheartedly. One 💕

[@kufamuyekeindopu8457]

@@stabelm I appreciate the background music also, it kept me engaged.

[@stabelm]

I'm glad to hear that. 💕

[@harinadh999]

Thanks a lot for the great video...all the details are clearly explained by clarrifying all the doubts...thanks again..! :)

[@stabelm]

You are welcome 🤗

[@Zaikr6]

Thank you your explanation is amazing

[@stabelm]

You are welcome 💕

[@tsehayenegash8394]

I appreciate your humblness. I have a questionhow can I get the error term and how minimize it? if you can please upload a real data and how to solve the error? anyway I appreciate

[@stabelm]

Alright. I will upload. Thanks for your words of encouragement. One love

[@tsehayenegash8394]

@@stabelm ok. I will wait for your upload

[@tsehayenegash8394]

please upload a video for how to calculate error and trend by using multiple linear regression at a given data?

[@kalatv1834]

Exactly
That's what am also looking for

[@BhavyaPillai-c6d]

Good explanation 👍🏻

[@Uniquelyskely]

Great teaching. Having my exam in a few hours and you've really helped me. But try to omit the background music next time, 😁😍lots of love from Kenya 🇰🇪. you just gained a new subscriber.

[@stabelm]

Thank you ❤️ so much

[@Lucyferandtheson003]

Uko poa kwa data analysis?

[@noorduskiii]

Thank you so much , clear explanation and helpful to understand whole the steps much appreciated your efforts ❤️🙏

[@stabelm]

You are most welcome

[@kevindave277]

Great video. But people might not like the unnecessary music in the BG.

[@stabelm]

You are right. Thank you for the observation

[@Zizeit]

Thanks it was beneficial🥰

[@Withme70]

Thanks for your hard work❤

[@youssryhamdy4923]

While Viedo and your explanation are both excellent, the music ought to be turned down to help us focus.
Regards

[@stabelm]

Well noted

[@beatricemwamlima]

Thanks so so much it was very helpful

[@stabelm]

You are welcome ❤❤❤

[@blessaddo8042]

Thank you for this video,

[@stabelm]

You are welcome

[@rafifadto]

you are my hero

[@nailujjay]

Wonderful detailed explanation💪🙌

[@destaabu3149]

It's wonderful performance ❤❤
Please music is disturbing us

[@stabelm]

Alright

[@ishanahmed9729]

respect for u man.very good explanation

[@stabelm]

I really appreciate you

[@sz5193]

What a great video brother! Is there a video for explaining the method for 3 independent variables?

[@stabelm]

Thank you. We'll soon upload that

[@aryasingurakatushabe3289]

thanks so much for the wonderful video

[@stabelm]

You are lovely welcome

[@KM80S9]

nice one there but please next time do not add the sound behind

[@michaelatesolomon5359]

Nice work 👍🏾. The music is disturbing 😔

[@stabelm]

Noted

[@edgarschingwes7564]

Thanks Mr Lecturer, you have explained fairly well. However, there is only one figure that you failed to pick correctly and you end up having the wrong figure that is 269 instead of 296. Even though thanks so much

[@stabelm]

Thanks for the observation. Much love 😍

[@giovannidefrancesco6783]

You are amazing, wonderful explanation!!!!

[@stabelm]

Thanks to you, the great one. I appreciate your positive encouragement. One 💕

[@joealewis4121]

Great video. Next time no music if you dont mind. Thanks

[@stabelm]

Noted!

[@AsmauSalawu]

Great work ❤️✨

[@mondayakhuetie9284]

If only university lecturers can explain like😢😢

[@stabelm]

Thank you 💕

[@mrezuanul]

Thank you very much.

[@HevenAssefa]

tnx a lot ! it was very helpful and a great explanation!

[@79-surajyadav26]

Thank you so much bro, very well explained!!!

[@stabelm]

You are welcome brotherly. Much love for you ❣️

[@79-surajyadav26]

@@stabelm Keep it bro, u r legend for us 🔥🔥

[@suyashdongre]

THANK YOU SO MUCH!

[@stabelm]

You are welcome

[@securitiesexpert]

This Video Ranks 1, on MLR Model Optimization

[@stabelm]

Happy to hear this

[@consistency6035]

Thank you very much ❤️

[@mpangatanzy7036]

This is very great work but as you were copying the inverse you mis copied 296 as 269

[@stabelm]

Ohhh. Thanks for the observation. Will be more careful. 💕

[@albert_ma4021]

amazing but the music is too loud please. over all amazing

[@stabelm]

Noted

[@abhikantbhave]

Hats off man 🙌🙌🙌 great work.

[@stabelm]

Thank you Abhikant

[@ianfaroukestrella8855]

THANK YOU!!!!

[@andrewattah2739]

Nice❤

[@RidwanOmar]

thank you for the explaination but the music background is annying please dont add music is better

[@HumphreyTetteh-xj3hm]

Very helpful

[@SachinSandy847]

wow , thank you so much ❤🙏

[@stabelm]

You're welcome 😊

[@venessoko1932]

Thank you so much...this was really helpful

[@stabelm]

Glad it was helpful!

[@nejatabdela8797]

Thanks

[@arshahin9788]

awesome

[@stabelm]

Thank you

[@martinnemavhola-op7tw]

Duvha explain so good but next time turn off background audio

[@taniamangolini9367]

Thanks a lot!

[@stabelm]

You are welcome

[@edwardkr4629]

Nice

[@haweyorashid9419]

All your videos are excellent, but the music is killing PLS; remove it takes all your explanation away thanks

[@dandelion6129]

Thank you so much, that's really amazing

[@stabelm]

You are welcome 💕

[@IbehFlorenceNjideka]

Thanks so much for the lectures. It was very helpful. Do you have lectures on Goodness of fit, R^2, RMSE and Hypothesis Testing? I would greatly appreciate that if you send me a link to them. Thanks!

[@stabelm]

You are much welcome. I will send that to you

[@IbehFlorenceNjideka]

@@stabelm Thanks for your response. I am eagerly expecting a link you such videos.

[@Lusana32]

@@stabelm would you mind sending me a link for that too please?

[@TheDriverpreneur]

Please what if that of simple linear regression

[@stabelm]

@@TheDriverpreneur th-cam.com/video/YPTmEGL_pNI/w-d-xo.htmlsi=KLj9FVeVxDxKoiz6

[@Oro634]

thank you a lot

[@stabelm]

You are most welcome

[@williamdela8894]

Excellent video but the music in the background is too intense

[@stabelm]

Sorry for that

[@YaseminZ-i8r]

عاشت ايدك

[@stabelm]

Thank you 🙏

[@mnr3201]

Very nice

[@stabelm]

Thank you ❤️

[@blueeloop]

Thanks a lot :)

[@stabelm]

You are welcome 💕

[@srihariharakumar5221]

Thankyous

[@stabelm]

You are welcome

[@davidPuke]

You background music caught our attention instead

[@maryannmurathi3802]

You teaching well. But next video remove the background noise. Thanks.

[@stabelm]

Alright. Thanks for the advice

[@hopelesssuprem1867]

Can you make it the same example with logistic regression?

[@stabelm]

Alright. Be expecting the video pls

[@hopelesssuprem1867]

@@stabelm thank you so much. I'll be waiting)

[@soikat2737]

why background sound?

[@calebmcgowan2493]

I couldn't focus because of the music playing

[@stabelm]

I have noted that. Thank you for your sincere feedback. Much love 💕

[@kylmaz5782]

How do I manually (by hand) find the lambda value that will minimize the error sum of squares?

[@andrewtsaturyan2515]

Top G

[@stabelm]

Thank you Andrew. Would like you to subscribe to my channel please. One 💕

[@faisalrafique2336]

Remove background music next time

[@stabelm]

Alright. Thanks 💕

[@bilaltahir221]

Sir 18×6=108 not 105 sir

[@EmpireFX92]

What does it mean to regress a dependent variable on an independent variable?

[@thegoldstandard721]

it means to find estimates of the slopes and intercept parameters

[@nomiampofu]

Matrix method when n=10....

[@stabelm]

Alright

[@dannytrejo9976]

Please get rid of the music...nice video tho

[@stabelm]

Thanks 🙏 for the observation

[@anilkumar-oj3lx]

why you add background music

[@edwinbonsrah2818]

lose the music
otherwise great video

[@simbamchunga2750]

The background sound is boring. Especially high volume

[@stabelm]

Sorry about that. It’ll be fixed

[@peterkowabrefa4817]

Please I think the background sound is really disturbing

[@stabelm]

Okay.

[@taiyeef]

Why music

[@mariamamer6200]

the background music is distracting

[@stabelm]

Sorry about that dear. I have stopped using music

[@kelvo_vin]

remove the backgroud sound its distractive

[@parashurama_srishti_]

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