Linear Regression in R | Linear Regression in R With Example | Data Science Algorithms

Linear Regression in R | Linear Regression in R With Example | Data Science Algorithms | Simplilearn

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This Linear regression in R video will help you understand what is linear regression, why linear regression, and linear regression in R with example. You will also look at a use case predicting the revenue of a company using multiple linear regression. Now, let's deep dive into this video and understand this data science algorithm.
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Below topics are explained in this Linear Regression in Rvideo:
00:00 Introduction
00:28 Why linear regression?
03:09 What is linear regression?
03:38 How linear regression works?
10:05 Use case - Predicting the revenue using linear regression
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What is Linear Regression?
Linear Regression is the statistical model that is used to predict the relationship between independent and dependent variables by examining two factors. The first one is which variables, in particular, are significant predictors of the outcome variable and the second one is how significant is the regression line to make predictions with the highest possible accuracy.
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@SimplilearnOfficial 6 жыл бұрын

Machine Learning is the Future and yours can begin today. Comment below with your email to get our latest Machine Learning Career Guide. Let your journey begin. Do you have any questions on this topic? Please share your feedback in the comment section below and we'll have our experts answer it for you. Also, if you would like to have the dataset for implementing Linear Regression in R, please comment below and we will get back to you. Thanks for watching the video. Cheers!

@THE.fatle.drawer 5 жыл бұрын

Thank for your reply... from my side only one question or suggestion is covering linear regression assumption. If you cover that, it will be helpful for people understand how it become a best fit... and Please send me dataset for this linear regression in R

@SimplilearnOfficial 5 жыл бұрын

Hello Narendra, thanks for viewing our tutorial. It would be helpful if you will provide your email ID to us so that we could send the requested dataset promptly. On the off chance that you need your email ID to be kept hidden from others, we can do that also. Hope that helps.

@THE.fatle.drawer 5 жыл бұрын

@@SimplilearnOfficial narendra.muthum@gmail.com

@kdmvks11 5 жыл бұрын

Hi there. This is a great video. Could you please share the dataset at my gmail : mathursavita@ gmail dot com.

@SimplilearnOfficial 5 жыл бұрын

Hi, thanks for watching our video. We have shared the dataset to your mail ID. Do subscribe to our channel and do not forget to hit the bell icon for never missing another update. Cheers :)

@advertisementmail2216 4 жыл бұрын

@simplilearn In the subset function = is used in the place of ==. That's why the training and the testing data sets have the same value. Do this changes in the video and it will be useful for many. Thank you.

@durveshsawant1516 4 жыл бұрын

after splitting the data I tried using the str function on it to see the no. of entries in both the test and train subset, but it still shows the total no. of rows as the main data set, so are the entries getting split or not?

@josemunguia5660 5 жыл бұрын

Thanks! Well explained. Blessings.

@SimplilearnOfficial 5 жыл бұрын

Hey Jose, thank you for appreciating our work. We are glad to have helped. Do check out our other tutorial videos and subscribe to us to stay connected. Cheers :)

@alioraji9829 3 жыл бұрын

Hi there, one of the best tutorial I've ever seen for Linear Regression. I'm so interested in Dataset and I appreciate if you share it to get practice and hands-on with your video

@SimplilearnOfficial 3 жыл бұрын

Hi, Simplilearn provides online training across the world. We would be happy to help you regarding this. Please visit us at www.simplilearn.com and drop us a query and we will get back to you! Thanks!

@jayjayf9699 5 жыл бұрын

When you ran the split object why was there only four Boolean variables in the output ?

@katyhessni 2 жыл бұрын

Hi . Thank you so much for your video I just have a question , i tried to check linear regression assumptions for this model and by drawing the qqplot i can clearly see that the residuals are not normally distributed . How can i fix this problem ? I also tried boxcox transformation but that didn't help .

@ricksanchez845 3 жыл бұрын

Thank you man, you made it so simple. in 3-4 hour lasting classroom lectures, i do not understand shit. However, such videos make it so simple.

@SimplilearnOfficial 3 жыл бұрын

We are glad you found our video helpful, Desmond. Like and share our video with your peers and also do not forget to subscribe to our channel for not missing video updates. We will be coming up with more such videos. Cheers!

@rasalghul641 3 жыл бұрын

That's great work! Amazing work Where can I get the dataset from?

@meher94 3 жыл бұрын

Hey, at 28:00 while calculating accuracy you have to find the error by the difference of pred of test vs test right ? You have done pred of test vs sale$revenue. You have included both the test and train. Correct me if I am wrong please

@zacharyboeder7211 5 жыл бұрын

In the "Finding Accuracy" Portion Per your dialogue, you indicate that you want to subtract each pair and square each one THEN take the mean THEN take the square root However, the way you typed it, wouldn't it find the mean of all of the differences and THEN square that? As in, wouldn't mean(pred - sales$Revenue)^2 take the mean of all the subtractions and then square it? As opposed to: mean( (pred-sales$Revenue)^2 ) ?

@ankitdas6748 4 жыл бұрын

hello @Simplilearn and beloved comment section,i tried using scatter plot to visualize this data instead of the graph shown in this video,The Code i have written is: library(ggplot2) library(scales) #training data ggplot() + geom_point(aes(x = Train$Paid+ Train$Organic+Train$Social,y = Train$Profit,colour = "red"))+ geom_line(aes(x = Train$Paid+ Train$Organic+Train$Social,y = predict(linear_regression,newdata = Train,colour = "navy")))+ ggtitle("Predicted Revenue(training set)")+ xlab("Paid,Organic & Social") + ylab("Revenue")+ scale_x_continuous(limit=c(0,480000)) + scale_y_continuous(limit=c(0,200000)) #testing data library(ggplot2) library(scales) ggplot() + geom_point(aes(x = Test$Paid+ Test$Organic+Test$Social,y = Test$Profit,colour = "red"))+ geom_line(aes(x = Test$Paid+ Test$Organic+Test$Social,y = predict(linear_regression,newdata = Test,colour = "navy")))+ ggtitle("Predicted Revenue(testing set)")+ xlab("Paid,Organic & Social") + ylab("Revenue")+ scale_x_continuous(limit=c(0,480000)) + scale_y_continuous(limit=c(0,200000)) I WILL BE MORE THAN GRATEFUL IF ANY ONE OF YOU CAN PLEASE VERIFY IT,WHETHER ITS THE CORRECT CODE OR NOT. _/\_. The plot generated is a bit similar,but still i am confused a little bit,because i wrote it myself.

@ankitdas6748 4 жыл бұрын

Also accuracy of my model is coming 2623.81,and not the accuracy given in video. Does anyone else faces the same issue??

@jgcornell 3 жыл бұрын

Thanks so much, very nicely explained and demonstrated

@SimplilearnOfficial 3 жыл бұрын

Hello, thank you for watching our video. We are glad that you liked our video. Do subscribe and stay connected with us. Cheers :)

@jamiiacademy 5 жыл бұрын

Nice tutorial, but I believe somewhere in finding the accuracy part, it was supposed to be test$Revenue instead of the sales$Revenue, because you are checking the accuracy of the pred model you have created.

@SimplilearnOfficial 5 жыл бұрын

Thank you so much for bringing this to our attention. We reported this right away to the relevant department. Do show your love by subscribing our channel using this link: kzfaq.info and don't forget to hit the like button as well. Cheers!

@mauanu100 4 жыл бұрын

@@SimplilearnOfficial what is the correct one, is it test$revenue or sales$revenue ?

@maroctech761 3 жыл бұрын

still the problem remain, bc the two column's lenths dont match !!

@omkarrege391 4 жыл бұрын

what are the numbers just below the predicted values after we run the pred function?

@jayjayf9699 5 жыл бұрын

Why did u do pred minus sales$revenue squared the predicted object only has a partition of the sales data wouldn’t it be more appropriate to use the actual revenue from the test data minus the predicted?

@snorrefjeldbo5604 4 жыл бұрын

Thank you for a nice introduction to this topic. I just want to warn you that you make a mistake when you create the train and test data sets. They are equal, which explains the good fit when you compare the predicted and the actual values. Maybe an idea to write the correct code in the description field. Anyway, you taught me how to do this. Thanks!

@SimplilearnOfficial 4 жыл бұрын

Hey Snorre, thank you for watching our video and for the honest feedback. We will definitely look into this. Do subscribe, like and share to stay connected with us. Cheers :)

@indian3056 5 жыл бұрын

Best explaination!!

@SimplilearnOfficial 5 жыл бұрын

Hi, we appreciate the kind comment! enjoy!

@fathialwosaibi4024 5 жыл бұрын

Thank you so much for this video.. learned alot

@SimplilearnOfficial 5 жыл бұрын

Hey Fathi, thank you for watching our video. We are glad that you liked our video. Do subscribe and stay connected with us. Cheers :)

@fathialwosaibi4024 5 жыл бұрын

@@SimplilearnOfficial done :). and i will tweet abt it....

@SimplilearnOfficial 5 жыл бұрын

Thanks for subscribing to our channel! We welcome you!

@karamaxmudov9357 4 жыл бұрын

Hello. Could you please kindly help me about the "Optimization of production mix problems based on Linear Programming in R software" topic? I can not find anything about it

@SimplilearnOfficial 4 жыл бұрын

"Hi Kara, This blog might help you in getting a hang of such problems www.r-bloggers.com/linear-programming-in-r/"

@ahmed007Jaber 2 жыл бұрын

thank you for this. tried this one and got an error rmse

@yerkebulankambarov8371 5 жыл бұрын

Many thanks for interesting tutorial! I was wondering whether sample.split() was used correctly, can you please check with setequal() if train and test aren’t the same dataset.

@SimplilearnOfficial 5 жыл бұрын

Yes, sample.split() was used correctly.

@yerkebulankambarov8371 5 жыл бұрын

@@SimplilearnOfficial I think it should have been "==" in subset(), so that the initial dataframe is correctly subsetted into train and test datasets. Otherwise, you get identical train and test datasets (which in fact will be the same dataset as the original dataframe)

@mauanu100 4 жыл бұрын

@@yerkebulankambarov8371 @simplilearn, I tried the sample.split function and I got the same number of rows available in train and test data set.

@lawrencepalsamkar5895 4 жыл бұрын

Yes, you are right. I used the below commands. Also there are many other ways to split the dataset using packages like caret etc. train

@SimplilearnOfficial 4 жыл бұрын

Thanks for sharing your input. Keep watching our channel and stay tuned for more!

@anjalipriya2160 2 жыл бұрын

This is very nice tutorial I have seen so far , really helpful . please can u share the dataset?

@SimplilearnOfficial 2 жыл бұрын

Hello, thanks for viewing our tutorial. You can find your requested dataset in the video description. Hope that helps.

@COMREdesign 4 жыл бұрын

Hi. Thanks for the wonderful video. When independent variables have multicorlinearity (in your revenue data set variable are highly multicorelated) how do you choose the variables in your final model. I understand that you selected the full model for the sake of the simplicity of the tutorial. Appreciate if you can do another video on that. Thank you

@SimplilearnOfficial 4 жыл бұрын

Hey Isuru, thank you for watching our video. We will definitely look into your suggestions. Do subscribe and stay tuned for updates on our channel. Cheers :)

@laytonandre2005 2 жыл бұрын

you prolly dont care but does someone know of a tool to get back into an Instagram account..? I was dumb forgot my account password. I appreciate any help you can give me

@THE.fatle.drawer 5 жыл бұрын

simply and super tutorial... please share dataset please....

@SimplilearnOfficial 5 жыл бұрын

Hey Narendra, thank you for appreciating our work. We are glad to have helped. Do check out our other tutorial videos and subscribe to us to stay connected. Cheers :)

@asixtray 3 жыл бұрын

Very Nice tutorial. Could you please send datasets.

@richardschmalhofer3477 3 жыл бұрын

Great explanation!! Only issue is the quality of the mic.

@SimplilearnOfficial 3 жыл бұрын

We are glad you found our video helpful. Like and share our video with your peers and also do not forget to subscribe to our channel for not missing video updates. We will be coming up with more such videos. Cheers!

@JarJarBinkz68 3 жыл бұрын

thanks a lot.

@SimplilearnOfficial 3 жыл бұрын

Most welcome!

@ajaykasanna3804 6 жыл бұрын

Share more videos on when to apply which algorithm?

@SimplilearnOfficial 6 жыл бұрын

Hi Ajay, thanks for checking out our tutorial and for sharing the information. We will definitely look into this. Do subscribe to our channel to stay posted on upcoming tutorials. Cheers!

@baskarkevin1170 6 жыл бұрын

Nice explantion

@SimplilearnOfficial 6 жыл бұрын

Hey Baskar, thank you for watching our video. We are glad that you liked our video. Do subscribe and stay connected with us. Cheers :)

@Johmatri 3 жыл бұрын

what do the values for head() mean?

@feliperod7576 2 жыл бұрын

super!

@SimplilearnOfficial 2 жыл бұрын

Thank you! Cheers!

@taruneeshsachdeva1615 2 жыл бұрын

Thank you so much for the tutorial. Can I have the dataset so I can practice on my own

@SimplilearnOfficial 2 жыл бұрын

Hello, thanks for viewing our tutorial. You can find your requested dataset in the video description. Hope that helps.

@AKrishnaAkhil 4 жыл бұрын

Hey there So with the respect to the model I build, I keep getting an unexpected symbol error at this line Line:#Create the model model

@x3x3Jasix3x3 4 жыл бұрын

I don't know if you still need help but try to remove the space between closing and price. I think thats the one who causes the error.

@jerinarul9590 3 жыл бұрын

when i try to do plot fuction using large data set i get "figure margins are too large" what should i do then

@SimplilearnOfficial 3 жыл бұрын

Thanks for watching our video and sharing your thoughts. Do subscribe to our channel and stay tuned for more. Cheers!

@arvetinaveen5814 5 жыл бұрын

hi, nice video. you explained graetely. but where can i get the data set. could you help me out?

@SimplilearnOfficial 5 жыл бұрын

Hello Arveti, thanks for appreciating our work. It would be helpful if you will provide your email ID to us so that we could send the requested dataset promptly. On the off chance that you need your email ID to be kept hidden from others, we can do that also. Hope that helps.

@shubhamsharma-ht9tz 4 жыл бұрын

Nice course man can you please share the Data Set.

@SimplilearnOfficial 4 жыл бұрын

Hello Shubham, thanks for viewing our tutorial and we hope it is helpful. It would be helpful if you will provide your email ID to us so that we could send the requested dataset promptly.

@shajibkumarguha234 4 жыл бұрын

What is type 1 and the value 1.8?

@nishantlohakare5495 4 жыл бұрын

Very Nice tutorial, well explained. Can you please share the Dataset so that I can get my hands dirty on Linear Regression.

@SimplilearnOfficial 4 жыл бұрын

Hello Nishant, thanks for viewing our tutorial and we hope it is helpful. It would be helpful if you will provide your email ID to us so that we could send the requested dataset promptly.

@nishantlohakare5495 4 жыл бұрын

@@SimplilearnOfficial Nishant.lohakare@gmail.com

@SimplilearnOfficial 4 жыл бұрын

Thanks for sharing your email ID. We have sent the requested dataset to your mail ID. Do check out our other tutorial videos and subscribe to us to stay connected. Cheers :)

@6_shwetabandagale_cst35 2 жыл бұрын

@@nishantlohakare5495 hey can you please share me data set

@erickizambo6366 4 жыл бұрын

After splitting the sales data, both train and test datasets have 1000 observations instead of 700 and 300 respectively meaning the model is trained and tested on the same dataset.

@prateek0401 4 жыл бұрын

Hi Eric. I observed the same thing now while i ws doing it. Did you figure out how does splitting work ?

@pallavibramhe7836 5 жыл бұрын

thank you for explanation. can you share dataset ?

@SimplilearnOfficial 5 жыл бұрын

Hello Pallavi, thanks for viewing our tutorial and we hope it is helpful. It would be helpful if you will provide your email ID to us so that we could send the requested dataset promptly.

@malaraj9184 4 жыл бұрын

Hello, thnaks for your video, can i have the dataset to workout myself.

@SimplilearnOfficial 4 жыл бұрын

We are glad you found our video helpful, Alaraj. Like and share our video with your peers and also do not forget to subscribe to our channel for not missing video updates. We will be coming up with more such videos. Cheers!

@lawrencepalsamkar5895 4 жыл бұрын

Hello, thanks for the tutorial as well as the dataset...but I believe there are several severe mistakes that need to be corrected. I hope you reupload the correct video soon. Thank You.

@SimplilearnOfficial 4 жыл бұрын

Hi Lawrence, Thanks for the feedback. We shall share your concerns with the concerned department.

@dhruvilkotecha2520 4 жыл бұрын

welll, I found your tutorial very helpfull, But now I want to run it on my own, So please can you share the DATA SET??

@SimplilearnOfficial 4 жыл бұрын

Hi Dhruvil, we are glad you found our video helpful. We have sent the requested dataset to your mail ID. Do show your love by subscribing our channel using this link: kzfaq.info and don't forget to hit the like button as well. Cheers!

@yogeshkm8973 4 жыл бұрын

@@SimplilearnOfficial easy to understand ..helps me lot ..what abt data sheets

@SimplilearnOfficial 4 жыл бұрын

Hello, thanks for viewing our tutorial and we hope it is helpful. It would be helpful if you will provide your email ID to us so that we could send the requested dataset promptly.

@otoosakyidavid 3 жыл бұрын

@@SimplilearnOfficial otoosakyidavid@gmail.com

@sanikajoshi1198 2 жыл бұрын

@@SimplilearnOfficial Can i also receive the same dataset?

@udayakumar3211 5 жыл бұрын

better experiment

@SimplilearnOfficial 5 жыл бұрын

Hi Udaya, we appreciate the kind comment! enjoy!

@noorsyed5727 3 жыл бұрын

dataset link?

@karankadam160 3 жыл бұрын

Where I will get that sales dataset you used ?

@SimplilearnOfficial 3 жыл бұрын

Hello, thanks for viewing our tutorial. It would be helpful if you will provide your email ID to us so that we can send the requested dataset promptly. On the off chance that you need your email ID to be kept hidden from others, we can do that too. Hope that helps.

@kavitakhandelwal7894 2 жыл бұрын

Please correct these errors: correction 1: subset function = is used in the place of == correction2: rmse = sqrt(mean((pred - test$Revenue)^2))

@SimplilearnOfficial 2 жыл бұрын

Thank you for bringing this to our attention. We’re sorry you had a bad experience. We’ll strive to do better

@alecdelu83 3 жыл бұрын

Hi! Excellent video! can I please have the data set?

@SimplilearnOfficial 3 жыл бұрын

@xiaohongyan2153 5 жыл бұрын

Why there are so many regressor coef in your video? I got only 5. And I still don't understand why there isn't 4, since the X train only got 4 attributes?

@SimplilearnOfficial 5 жыл бұрын

The coefficients you see in the output of summary(model) present different parameters such as estimate of the intercept, standard error, t-value, p=value, etc.

@alphonceassenga9247 3 жыл бұрын

where can I get the sales dataset?

@SimplilearnOfficial 3 жыл бұрын

@simrandubb7055 2 жыл бұрын

Hi there, could I please get access to the dataset?

@SimplilearnOfficial 2 жыл бұрын

Hello, thanks for viewing our tutorial. You can find your requested dataset in the video description. Hope that helps.

@sophiaplants3384 2 жыл бұрын

where can I get the dataset?

@SimplilearnOfficial 2 жыл бұрын

Hello, thanks for viewing our tutorial. You can find your requested dataset in the video description. Hope that helps.

@johnwick7289 5 жыл бұрын

catools wont work.....why?

@shajibkumarguha234 4 жыл бұрын

Did you download that package?

@lynn-jayhendricks7638 4 жыл бұрын

Which R version are you using ?

@SimplilearnOfficial 4 жыл бұрын

"Hi Lynn, We are using R 3.4 version in this video."

@master-kodes5029 4 жыл бұрын

hi, where can I get the rent data to work with?

@SimplilearnOfficial 4 жыл бұрын

Hello, thanks for viewing our tutorial and we hope it is helpful. It would be helpful if you will provide your email ID to us so that we could send the requested dataset promptly.

@master-kodes5029 4 жыл бұрын

@@SimplilearnOfficial hpetes69@gmail.com . Thanks

@revathias4568 3 жыл бұрын

Very useful video. Please provide me that dataset urgently. Pls consider my request

@SimplilearnOfficial 3 жыл бұрын

@praveenfrancis1899 2 жыл бұрын

/where is the csv file to download?

@SimplilearnOfficial 2 жыл бұрын

Hello, thanks for viewing our tutorial. You can find your requested dataset in the video description. Hope that helps.

@sanikajoshi1198 2 жыл бұрын

Where exactly is the dataset?

@SimplilearnOfficial 2 жыл бұрын

Hello, thanks for viewing our tutorial. You can find your requested dataset in the video description. Hope that helps.

@dhruvilkotecha2520 4 жыл бұрын

hey can you please share the code of the topic that you explained in the video???

@SimplilearnOfficial 4 жыл бұрын

@dominicumoh7307 3 жыл бұрын

@@SimplilearnOfficial please can you share the codes to my email; dominic.umoh@yahoo.com

@pradyumnapatil3236 5 жыл бұрын

Pls can u share dataset?

@SimplilearnOfficial 5 жыл бұрын

Hello Pradumna, thanks for viewing our tutorial. It would be helpful if you will provide your email ID to us so that we could send the requested dataset promptly. On the off chance that you need your email ID to be kept hidden from others, we can do that also. Hope that helps.

@pradyumnapatil3236 5 жыл бұрын

patil.pradyumna96@gmail.com

@SimplilearnOfficial 5 жыл бұрын

Hi Patil, thanks for watching our video. We have sent the requested dataset to your mail ID. Do subscribe to our channel to stay posted on upcoming tutorials. Cheers!

@rastaha 5 жыл бұрын

Jupyter notebook is definitely better, but nice explanation though.

@SimplilearnOfficial 5 жыл бұрын

Hey Rastaha, thank you for watching our video. We are glad that you liked our video. Do subscribe and stay connected with us. Cheers :)

@pritamsaha6804 2 жыл бұрын

give the data link

@SimplilearnOfficial 2 жыл бұрын

Hello, thanks for viewing our tutorial. You can find your requested dataset in the video description. Hope that helps.

@laurachoi9180 2 жыл бұрын

hi - brilliant video - could you please share the data set please? happy to share my email

@SimplilearnOfficial 2 жыл бұрын

Hello, thanks for viewing our tutorial. You can find your requested dataset in the video description. Hope that helps.

@sachinjose1503 4 жыл бұрын

what's that TRUE FALSE FALSE TRUE output says us?

@priyanshup1380 3 жыл бұрын

HEY, COULD YOU PLZ GET ME THAT DATA SET!

@SimplilearnOfficial 3 жыл бұрын

Hello, thanks for viewing our tutorial. It would be helpful if you will provide your email ID to us so that we could send the requested dataset promptly. On the off chance that you need your email ID to be kept hidden from others, we can do that also. Hope that helps.

@kavitasingh03 4 жыл бұрын

Could u plz share d data set on my email???

@SimplilearnOfficial 4 жыл бұрын

Hello Kavita, thanks for viewing our tutorial. It would be helpful if you will provide your email ID to us so that we could send the requested dataset promptly. On the off chance that you need your email ID to be kept hidden from others, we can do that also. Hope that helps.