Regression Metrics | MSE, MAE & RMSE | R2 Score & Adjusted R2 Score

[@PrathyushHebbar]

Bro, if you ever feel or get a doubt in your life that you are not good teacher then, I would like to say that look yourself through my eyes and you will come to know what mark you left on my mind about this subject. Hats off, and I appreciate your work. Literally, I would have paid your fees but a "like" and taking "subscription" of your channel is all that I can do for you. I will definitely share this content to my friends. 🤘🤘

[@sameergupta1401]

This series is one of the best series on internet for Machine Learning

[@sanjaisrao484]

Yes

[@nikunjdeeep]

i am halfway in this beautiful journey of learning ML...and thank god i am here in this playlist...because i am sure there can't be a better playist ....

[@mylofiworld9979]

I also

[@holagvk]

This lecture is a goldmine! 🙏

[@shivoham5939]

diamond mine 😅😅

[@ADESHKUMAR-yz2el]

you, krish naik and statquest's josh starmer are the only teachers we need in life.

[@SanjeetKumar-yf7vr]

Generally I can"t comment on videos. But your machine learning list is really helpful for me. Great And mind blowing session.

[@raghavagrawal6263]

Thank you, sir. I will try to convert all this explanation is a blog.

[@nanditasrivatsan4569]

Your explanation was concise and really helpful for understanding the concepts. I don't usually comment but I highly appreciate your videos! Subscribed and liked.

[@AmitMishra-xd7yo]

literally mind-blowing session, no body could explain these convoluted topics like this... hats off.

[@sauravthakur2915]

You are really a blessing for us. Your explanation is way better than any of the other youtube channels. Thank you so much for the detailed explanation of these videos.

[@angelabiswas930]

I just started with Machine Learning and you really help a lot in understanding concepts. Thank you

[@HealingQuotes28]

Honestly i will say , best ever explanation... Matlab Aisa itna acha KZbin pe expalin hi Kiya nai kisine ... Thank you so much.🙏

[@NishaKanojia-b8x]

Super duper hit teacher in this whole world.... I Appreciate your work .........

[@hitinyadav3321]

Awesome video sir, I have become fan of you, the way you teach is incredible. Thank you for putting such a valuable content.

[@balrajprajesh6473]

probably the best video out there on this topic. Best Teacher Ever!

[@laxmimansukhani1825]

Sir, you are a real gem !!

[@saliq7]

hands down better than Andrew NG, i never go for learning on youtube, always took authentic courses but omg this series is just mind blowing

[@sneharj2036]

Awsome explaination. This channel has great videos . Thanku so much sir.

[@ParthivShah]

Thank You Sir.

[@Ankit-hs9nb]

maja aa gaya sir! dil se thank you!

[@bharatbatra979]

One of the best video series on KZbin for Machine learning

[@iam_nerd95]

Hi Nitish. I must say your lectires are great man. I mean I cant really express the complete gratitude that I'm feeling at the core of my heart towards you. Especially when I see these all things in the essence of desi hindi. Great man. God bless you. One request..if you could add the Variance Inflation factor(VIF) as well into it. Though thats not very different from R2 Score but that has quite good application in Quant Finance relatrd data science

[@rajpoot_011]

Amazing explaination

[@zakircurrentaffairs858]

you are the life saver. thank you so much for in detail explanation.

[@pavangoyalvit]

Best video on R2 and Adjusted R2..keep up the great work sir.

[@siddhipandare3882]

These explanations are better than books!

[@geetajoshi9724]

your concept and way of giving knowledge are really good and help fulll to bingers

[@gaurabparajuli3643]

Best Explanation.

[@rockykumarverma980]

Thank you so much sir 🙏🙏🙏

[@muditgupta4563]

Thanks a lot for these wonderful stuff

[@SanjeetKumar-yf7vr]

Please Continue deep learning. Thanks a lot

[@lovefrombengal1078]

Very Nice bro , first time got a better explanation. Understood in better way . 🤟

[@neetik8993]

Thank you so much for your efforts. I'll definitely pay you off when I get my first salary. Thank you so much

[@akshaykhiladi2010]

wow what an explaination, loved it. Thank you

[@saketmotekar5570]

Very clearly explained thank you sir

[@quamar0313]

What a great explanation sir Thank you so much I am beginner in data science and i was stucked in one problem where i got r2 score as .99 but my submission getting so much error This helped me out from that scenario

[@JACKSPARROW-ch7jl]

Awesome explaination bro🎉

[@satyammishra6363]

great explanation better than even best professors, but please check error in r^2 formulae written

[@YTDSharma]

Very nicely explained, thank you sir

[@Kapa_Kapu]

amazing vid

[@pankajjagdale2005]

very nice explanation sir thank you

[@JACKSPARROW-ch7jl]

Thanks best video🎉

[@shashankpandey1966]

Thankyou sir , God bless you.

[@ATHARVA89]

concept clarity is what "campus x" means

[@230489shraddha]

Brilliant explanation. Thanks a lot

[@ktcoding7]

very nice content, made things clear

[@adisahare97]

timestamp 23:38 was so hilarious that it made me laugh so loud while watching at night 1 am.

[@sudheeshe1384]

Best explanation 👌

[@shobhitsadwal756]

hey man a little correction in 23:30 , the ssm is not y-y^ . It is y-ymean

[@campusx-official]

Thanks

[@k_abhishek2056]

I m learning lot of concept from ur videos and enjoying ur video . Appreciate ur work. Dil se dher sara pyar bade bhai

[@vineetkukreti2280]

when r2 score is -ve -> doobh ke maar jao ,very smooth sir, it caught me 🤣🤣🤣 ,Overall lecture was very good👍👍

[@zohaibali1689]

We are not going to code MAE, MSE, RMSE, R2 and adj R2 because it is not about programming; it's about Data Science. 34:42 This Sentence ❤

[@Sandesh.Deshmukh]

Excellent Explanation ❤🙌

[@manojkuna3962]

Thank you sir.

[@rahulkanrar5247]

Thank you so much.

[@faisalshaikh4271]

wah 💯👍

[@saptarshisanyal6738]

You said MSE is "robust" to outlier, I think it should be "sensitive" to outliers.

[@irfanshaikh2619]

He said MSE is "not robust" to outliers

[@shadiyapp5552]

Thank you sir♥️

[@kindaeasy9797]

Besttttt

[@sandipansarkar9211]

finished watching

[@tusharbedse9523]

Clear kr diya bhai

[@tusharshukla9361]

the best💗💗💗💗💗

[@vrushabhjain1542]

Wow! Awesome explaination of r2 score

[@123arskas]

Beautiful

[@shubhamthakur8294]

Does the phrases like "penalizing the outliers" and "robust to outliers" are same in meaning or they are different?

[@jinks3669]

Thank you :)

[@kidscreator2268]

thank u sir you are great

[@avinashbhardwaz5717]

Sir , to according to you mujhe dub ke marna hi padega. Since my r2 score is -ve for linear regression model. But I achieves good r2 score for xgboost. For same dataset.

[@rajnishjha1681]

What if I have my regression model - Model Performance: Mean Absolute Error (MAE): 0.2903 Mean Squared Error (MSE): 0.1684 R-squared (R2) Score: 0.9764

[@YashGaneriwal-je6rh]

done

[@Ishant875]

R2 square is numerically equal to correlation between y and y cap !?

[@parthshukla1025]

Thanks A Lot Sir

[@campusx-official]

Most welcome

[@Lax2005]

Ahh Arigato sir

[@KN-tx7sd]

Sir, we now often see in some analysis people showing MAE as 0.20 ± 0.011 as well as R2 as 0.45 ± 0.028, can you kindly explain how these ± values are obtained for MAE and R2 for any analysis can any of the python packages can derive these values. Thank you

[@ankitlakshya450]

Is it important to do train test split and then perform feature engineering or you can do feature engineering and then train test split

[@nisheshgogia8465]

r2 negative aarha hai, doobke mrjao😆😆. loved it

[@jitendergupta2240]

Sir, ye sare metrics values ko improve kaise kare, koi lecture hai kya isspar??

[@arvindsinghrawat538]

[@71_omprakashshaw59]

🔥🔥

[@bhushanbowlekar4539]

sir R2 score is affected by outliers also , so in such case what we can do?

[@jandaabdulla9335]

Doob ke marjav....wah sir kya dialogue hai..😂😂😂😂

[@RaushanKumar-iw5dn]

I think R2 me 1- residual/mean hona chaiye,

[@mohitkushwaha8974]

42.57-- the adjusted r2 score shld increase na??? As we have added iq column, but why it has decreased??? as compare to r2 score??

[@nigiledwin4784]

Can we improve linear regression algoritham using hyper parameters?

[@shobhitsadwal756]

nhi bhai , bilkul bhi nhi

[@waheedweins]

❤

[@ajaykushwaha-je6mw]

Sir how to test accuracy score for train and test data to know underfit or overfit model, can someone help on this.

[@ranjithkumarkarthic8696]

Pls make videos in English

[@SIMBU_GOLDEN]

sir can we drop columns of larger dataset based on r2 score or not ?

[@JaiJain]

Legend spotted

[@siyays1868]

If u really want to learn & understand machine learning , only Campus X.

[@waqarjoiya-yd2sx]

love for Pakistan

[@iaamshayan]

Isn't R2score = 1 - ssR/ssT ?

[@sounakroy1933]

Depends on what you mean by SSR. Sum of Squares Regression or Residuals?

[@emondas31]

Can I use MAE for the binary data???

[@hammadalamsiddique3730]

No

[@ayushjalan5964]

Sir mera R2 score itna negative aaya ki dataset khud bola ki bhai tu rehne de 😭😭😭😭😭😭😭😭

[@backupawii3296]

doob ke mar jao hahahahaha sir kash me apko hug kr pata ... you are best teacher in the world...

[@Uda_dunga]

23:40 :D

[@tejaskamble8731]

6:41 😂😂

[@krishnendubarman8490]

what was that "Doob k mar jao 😆😆😆😆😆".

[@pankajbhatt8315]

23:39 best part ; doob ke Marjao hahaha

[@shivoham5939]

🏊‍♂🏊‍♂ swimming nahi aata hain

[@meyankgarg2686]

dum ke mar jao😂😂😂😂