Linear Regression Algorithm | Linear Regression in Python | Machine Learning Algorithm | Edureka

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This Linear Regression Algorithm video is designed in a way that you learn about the algorithm in depth. This video is designed in a way that in the first part you will learn about the algorithm from scratch with its mathematical implementation, then you will drill down to the coding part and implement linear regression using python. Below are the topics covered in this tutorial:
1. What is Regression?
2. Regression Use-case
3. Types of Regression - Linear vs Logistic Regression
4. What is Linear Regression?
5. Finding best-fit regression line using Least Square Method
6. Checking goodness of fit using R squared Method
7. Implementation of Linear Regression Algorithm using Python (from scratch)
8. Implementation of Linear Regression Algorithm using Python (scikit lib)
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Пікірлер: 338
@edurekaIN
@edurekaIN 6 жыл бұрын
Got a question on the topic? Please share it in the comment section below and our experts will answer it for you. For Edureka Python Machine Learning Course curriculum, Visit our Website: bit.ly/2OpzQWw
@santanu1313
@santanu1313 6 жыл бұрын
Where is the dataset?
@smeetkothari5160
@smeetkothari5160 4 жыл бұрын
For Stock Price predictor can day be Independent variable and Price be Dependent variable. Is Linear regression fit for Stock Market Price predictors??
@edurekaIN
@edurekaIN 4 жыл бұрын
The main difference between them is that the output variable in regression is numerical (or continuous) while that for classification is categorical (or discrete). However, they both are categorized under the same umbrella of supervised machine learning.
@edurekaIN
@edurekaIN 4 жыл бұрын
If the goal is prediction or forecasting or error reduction, linear regression can be used to fit a predictive model to an observed data set of y and x values.
@jeremmoses8562
@jeremmoses8562 3 жыл бұрын
The explanation was top-notch, Kudos to the instructor and specially Edureka for making this, Thank You.
@edurekaIN
@edurekaIN 3 жыл бұрын
We are super happy that Edureka is helping you learn better. Your support means a lot to us and it motivated us to create even better learning content and courses experience for you . Do subscribe the channel for more updates : ) Hit the bell icon to never miss an update from our channel : )
@nickthomson450
@nickthomson450 5 жыл бұрын
24:20 - Programming part
@harshdewangan1951
@harshdewangan1951 3 жыл бұрын
You are a world-class instructor, your speaking skills are really good. Even I had completed the video in 2x speed, I did not find any place where I have to replay the part. The linear regression algorithm is explained in the easiest possible way. Thanks for the effort!!!!
@trebelojaques458
@trebelojaques458 3 жыл бұрын
You guys have a video on literallyy every topic, don't ya🔥❤️😂
@beast_creationz5446
@beast_creationz5446 Жыл бұрын
the perfect explanation of linear regersssion model
@edurekaIN
@edurekaIN Жыл бұрын
Thank You 😊 Glad it was helpful!!! Keep learning with us..
@rishavpaudel7591
@rishavpaudel7591 4 жыл бұрын
thank you so much for making my life easy............ i am M.Tech(AI) student struggling with linear regression from yesterday
@srirekha3612
@srirekha3612 5 жыл бұрын
A great video with all explanations about the model 👍 Could you please explain why one was subtracted while calculating r squared value
@karthikeyans1646
@karthikeyans1646 5 жыл бұрын
really a great work.kindly explain the code slowly
@BwithGadgets
@BwithGadgets 5 жыл бұрын
The only video that helped me in calculating the best fit line in so much detail and plain english. Thanks for the same.
@sahildingla6684
@sahildingla6684 2 жыл бұрын
best video i have ever seen on linear regression
@edurekaIN
@edurekaIN 2 жыл бұрын
Hey:) Thank you so much for your sweet words :) Really means a lot ! Glad to know that our content/courses is making you learn better :) Our team is striving hard to give the best content. Keep learning with us -Team Edureka :) Don't forget to like the video and share it with maximum people:) Do subscribe the channel:)
@muhammadiqbalbazmi9275
@muhammadiqbalbazmi9275 5 жыл бұрын
Awesome, It's a great explanation. I got it, thanks a lot. Quality Unmatched, A Vigorous teacher.
@edurekaIN
@edurekaIN 5 жыл бұрын
Thanks for the compliment! We are glad you loved the video. Do subscribe to the channel and hit the bell icon to never miss an update from us in the future. Cheers!
@ShubhamKumar-fy1fl
@ShubhamKumar-fy1fl 4 жыл бұрын
Now my concept of Liner Regression become clear. Thank you so much for providing free education.
@edurekaIN
@edurekaIN 4 жыл бұрын
Hey Shubham, thanks for the compliment! We are glad we could help. Do subscribe to our channel to stay posted on upcoming tutorials.
@sachinweerasinghe1464
@sachinweerasinghe1464 4 жыл бұрын
Excellent lecture.I've followed many lectures, in linear regression analysis, but those were useless,but, your lecture was good,
@edurekaIN
@edurekaIN 4 жыл бұрын
Hey Sachin, thanks for the compliment! We are glad we could help. Do subscribe to our channel to stay posted on upcoming tutorials.
@callmeravi81
@callmeravi81 5 жыл бұрын
Awesome explanation . Thank you edureka. Explanation is Very understandable manner to even poor mathematical background people. I need clarification. When R(square) is very less how to increase R(square) to make best fit of line. Is there any formula or mathematical procedure. Kindly clarify me.
@edurekaIN
@edurekaIN 5 жыл бұрын
Hi Ravi, thanks for the compliment. Try removing any insignificant variables. Usually when there are more predictor variables in the data set, the R square value tends to decrease.
@mus-abumama
@mus-abumama 3 жыл бұрын
watched lots of videos to learn this. understood nothing. but, u guys just killed it.
@edurekaIN
@edurekaIN 3 жыл бұрын
We are super happy that Edureka is helping you learn better. Your support means a lot to us and it motivated us to create even better learning content and courses experience for you . Do subscribe the channel for more updates : ) Hit the bell icon to never miss an update from our channel : )
@jack_sparrow1049
@jack_sparrow1049 Жыл бұрын
Need help what if the coordinates are not continuous on the x axis for example x-axis = 0 1 2 3 4 5 y-axis = 0 1 2 3 4 5 coordinates = (2,3) (4,3) there is a gap between the x coordinates so is it possible to get the regression line ?
@haribabusompalli4203
@haribabusompalli4203 6 жыл бұрын
Excellent Session. Could you please share the data set used in this practice.
@kamalakannankk
@kamalakannankk 5 жыл бұрын
The best Linear Regression tutorial i have ever seen!! Thank you edureka!!!
@edurekaIN
@edurekaIN 5 жыл бұрын
Thank you for appreciating our efforts. Do subscribe to our channel and stay connected with us. Cheers :)
@irtazamalik9282
@irtazamalik9282 Жыл бұрын
Simply Wounderful
@edurekaIN
@edurekaIN Жыл бұрын
Thank You 😊 Glad it was helpful!
@MrData_
@MrData_ 10 ай бұрын
The best explanation i have seen on this topic. Thank you.
@edurekaIN
@edurekaIN 10 ай бұрын
Wow, thanks!
@hercules3150
@hercules3150 2 жыл бұрын
This explanation was so clear, even a man who dont know about machine learning , the person can easily understand the concept.
@edurekaIN
@edurekaIN 2 жыл бұрын
We are super happy that Edureka is helping you learn better. Your support means a lot to us and it motivated us to create even better learning content and courses experience for you . Do subscribe the channel for more updates : ) Hit the bell icon to never miss an update from our channel : )
@chandunarla4650
@chandunarla4650 4 жыл бұрын
Thank you so much I have been seeing various videos to understand this topic but you killed it. I loved the explanation 😍
@edurekaIN
@edurekaIN 4 жыл бұрын
Hey, thanks for the compliment! We are glad you loved the video. Do subscribe to our channel to stay connected with us. Cheers!
@tsimam1909
@tsimam1909 Жыл бұрын
Superb explanation ☺️ thanks to instructor who explained in very easy way
@edurekaIN
@edurekaIN Жыл бұрын
You're welcome 😊 Stay connected with our channel and team :) . Do subscribe the channel for more updates : ) Hit the bell icon to never miss an update from our channel : )
@mohdravi8541
@mohdravi8541 Жыл бұрын
One of the best videos on you tube
@edurekaIN
@edurekaIN Жыл бұрын
Thank you 😊 Glad it was helpful!
@ahmedshalaby9343
@ahmedshalaby9343 2 жыл бұрын
WOW Greetings from Egypt ,wished ur my professor in the college
@edurekaIN
@edurekaIN 2 жыл бұрын
We are super happy that Edureka is helping you learn better. Your support means a lot to us and it motivated us to create even better learning content and courses experience for you . Do subscribe the channel for more updates : ) Hit the bell icon to never miss an update from our channel : )
@anusharaghavendra1421
@anusharaghavendra1421 2 жыл бұрын
the best explaination i have ever seen on linear regression. simple and the best way to understand. thank u so much
@edurekaIN
@edurekaIN 2 жыл бұрын
Good To know our videos are helping you learn better :) Stay connected with us and keep learning ! Do subscribe the channel for more updates : )
@tayyabaayaz6181
@tayyabaayaz6181 2 жыл бұрын
can we find glucose value in mg/dl by using sensor value and the standard value of glucose using linear regression??
@manavtakoliya6492
@manavtakoliya6492 2 жыл бұрын
What a simple explanation. Kudos, man.🥰🥰🥰
@edurekaIN
@edurekaIN 2 жыл бұрын
Glad you liked it!
@vivekchavda8039
@vivekchavda8039 3 жыл бұрын
Helped me in understanding my regular AI lectures
@Amritharaja
@Amritharaja 6 жыл бұрын
The presentation is great. May I know how you created these presentations (is it power point presentation or something else?)
@edurekaIN
@edurekaIN 6 жыл бұрын
Hey Amritha, we use power point to create all our presentations. We are glad that you liked it. Cheers :)
@gkhan3106
@gkhan3106 2 жыл бұрын
Best explanation on Linear Regression. Only python part is little quick.
@adnandodmani7340
@adnandodmani7340 3 жыл бұрын
Best explaination I have ever seen for linear regression the visual explaination, mathematical theory awesome video please keep posting.
@kiranedupuganti2732
@kiranedupuganti2732 5 жыл бұрын
Very Good , looking for Mathematical understanding for prediction and code implementation. Very Much satisfied to understand prediction derivation. Thanks much.
@sriramg1386
@sriramg1386 2 жыл бұрын
Can you please explain how the formulae for slope m and R square were derived and their interpretation?
@ganeshraj1606
@ganeshraj1606 5 жыл бұрын
Awesome Video!... Very nicely explained and easy to understand.
@edurekaIN
@edurekaIN 5 жыл бұрын
Thanks for the compliment, Ganesh. Do subscribe, like and share to stay connected with us. Cheers :)
@waferberry1870
@waferberry1870 2 жыл бұрын
Thank you very much Sir! This is very helping me. May God bless the team!
@edurekaIN
@edurekaIN 2 жыл бұрын
Thank you for your review : ) We are glad that you found our videos /contents useful . We are also trying our best to further fulfill your requirements and enhance your expirence :) Do subscribe the channel for more updates : ) Hit the bell icon to never miss an update from our channel : )
@flyeagle320
@flyeagle320 2 жыл бұрын
Loved the tutorial and always follow edureka for simple understanding
@edurekaIN
@edurekaIN 2 жыл бұрын
Glad it was helpful!
@0x00whitejsx
@0x00whitejsx Жыл бұрын
please Edurake next video insert the timeline content key note, so that in the video one can navigate to specific key note.. thank you
@kinacute2010
@kinacute2010 5 жыл бұрын
This was the best one amongst all the videos I went through.. nice.. I need data set too...
@edurekaIN
@edurekaIN 5 жыл бұрын
Thanks for the compliment! Can you please share your email id with us (it will not be published). We will forward you the source code to your email address.
@SA-lt8pc
@SA-lt8pc 2 жыл бұрын
best ever explaination i have watched and you saved much of my time thank you so much
@edurekaIN
@edurekaIN 2 жыл бұрын
Hey:) Thank you so much for your sweet words :) Really means a lot ! Glad to know that our content/courses is making you learn better :) Our team is striving hard to give the best content. Keep learning with us -Team Edureka :) Don't forget to like the video and share it with maximum people:) Do subscribe the channel:)
@baazigar1.0
@baazigar1.0 2 жыл бұрын
Can you guys do videos related to quantum computing
@edurekaIN
@edurekaIN 2 жыл бұрын
Thanks for showing interest in Edureka kindly visit the channel for more videos our content creators are eagerly waiting for your suggestion to make new videos on your interest :) DO subscribe for the video update
@mysfactsAA
@mysfactsAA 4 жыл бұрын
Very clear, neat and fantastic explanation to the linear regression.. Very well done!!... Thank you...
@edurekaIN
@edurekaIN 4 жыл бұрын
Hey Abirami, thank you for the compliment. Do subscribe, like and share to stay connected with us. Cheers :)
@questforprogramming
@questforprogramming 5 жыл бұрын
That last twist of scikit learn saved me from that for loop... thank you so much for this presentation...
@tanushreenagar3116
@tanushreenagar3116 3 жыл бұрын
Too nice thnk u
@photographymaniac2529
@photographymaniac2529 4 жыл бұрын
Very impressive sir 🙏🙏
@NxtGenTech
@NxtGenTech 3 жыл бұрын
Awesome and Qnique way to teach using Mathematical Analytics and Graphs.....Thanks
@Arya2704-n4i
@Arya2704-n4i 2 жыл бұрын
Thanks a lot
@amrendrakumar-py7on
@amrendrakumar-py7on 5 жыл бұрын
I got it. thanks. great jobs edureka.
@mumtazansari4271
@mumtazansari4271 2 жыл бұрын
thanks for helping nice video
@edurekaIN
@edurekaIN 2 жыл бұрын
😊 Glad it was helpful!
@vvkwadhwa
@vvkwadhwa 4 жыл бұрын
Very Nice explaination. Thanks a lot.
@KarthikDhanabalkarthik
@KarthikDhanabalkarthik 5 жыл бұрын
Very well explained. Awesome tutorial Bro.
@charishma.uf1975
@charishma.uf1975 2 жыл бұрын
Hello team, Should we need to convert all continuous independent variables to categorical variables for logistic regression?
@knvssandeepbolisetti5008
@knvssandeepbolisetti5008 4 жыл бұрын
The Best Explanation Ever Seen You can see The Quality of Teaching Thank You Edureka!!!!!!!
@aslamcoding
@aslamcoding 4 жыл бұрын
I love your tutorial. Excellent sir! In first attempt I learnt Linear Regression. Thank you very much.
@kau_bhat
@kau_bhat 2 жыл бұрын
How can I form the equation if I have 4 variables affecting prediction?
@bhawnagupta7625
@bhawnagupta7625 3 жыл бұрын
Simple and elegant, excellent video for beginner... thank you so much
@sidddiquifarheen4498
@sidddiquifarheen4498 6 жыл бұрын
Great session. Will be greatfull if data set could b shared
@edurekaIN
@edurekaIN 6 жыл бұрын
Hey Farheen, glad you loved the video. Please do mention your email id and we will send the files to you. Cheers!
@keerthanavs3606
@keerthanavs3606 2 жыл бұрын
Thank you so much!!! Damn clear about Linear regression
@edurekaIN
@edurekaIN 2 жыл бұрын
Hi : ) We really are glad to hear this ! Truly feels good that our team is delivering and making your learning easier :) Keep learning with us .Stay connected with our channel and team :) . Do subscribe the channel for more updates : ) Hit the bell icon to never miss an update from our channel : )
@rrithwikreddy2019
@rrithwikreddy2019 2 жыл бұрын
Awesome explanation
@edurekaIN
@edurekaIN 2 жыл бұрын
Glad you liked it
@younusansari410
@younusansari410 5 жыл бұрын
Awesome video...made a complex understanding to a very simple understanding..trust me I was struggling to understand the Liner Regression for more then 1 month and my struggle ends just in 38 min of this video.. the explanation was superb Thank you is a little word.. God Bless you..
@Abhishek-jy4ul
@Abhishek-jy4ul 5 жыл бұрын
maaan thanks alllot your voice and you content was awesome much power to you
@edurekaIN
@edurekaIN 5 жыл бұрын
Thanks for the compliment, Abhishek! We are glad you loved the video. Do subscribe, like and share to stay connected with us. Cheers!
@dhaneshpt8641
@dhaneshpt8641 10 ай бұрын
Very useful . Thank you so much
@edurekaIN
@edurekaIN 10 ай бұрын
Glad it was helpful! 😊
@inderpriitwaliaa3270
@inderpriitwaliaa3270 3 жыл бұрын
Nice , well explained.
@aminamuhammad25
@aminamuhammad25 Жыл бұрын
Wow, this video was beautifully executed. Everything was so well explained.
@anumolukumar585
@anumolukumar585 5 жыл бұрын
Excellent explanation and so far the best video i have seen. it will be very helpful if you share the ppts too
@sathyaseelanc329
@sathyaseelanc329 4 жыл бұрын
It was very nice and easily understandable...thank u
@hammadkhan7927
@hammadkhan7927 Жыл бұрын
Can you provide the data set that you use so that we can practice.
@edurekaIN
@edurekaIN Жыл бұрын
Thanks for showing interest in Edureka! Kindly share your mail id for us to share the datasheet/ source code :) Do subscribe for more videos & updates
@Timhsa_25
@Timhsa_25 5 жыл бұрын
Sir your voice is so clear thanks to explain
@devikapatil5422
@devikapatil5422 2 жыл бұрын
Great job by edureka. Thank you.
@edurekaIN
@edurekaIN 2 жыл бұрын
Our pleasure!
@aa-lk1gz
@aa-lk1gz Жыл бұрын
Thank you ❤️
@edurekaIN
@edurekaIN Жыл бұрын
You’re welcome 😊
@HarshitSharma-yr3yv
@HarshitSharma-yr3yv 2 жыл бұрын
can someone explain X=X.reshape((m,1)) # cannot use rank 1 matrix in sk learn
@vikasrajput8186
@vikasrajput8186 5 жыл бұрын
My Question is there, I have seen lots of videos on youtube but i didn't get way how to use machince learning in real life..
@edurekaIN
@edurekaIN 5 жыл бұрын
Hi Vikas, You can check out our Machine Learning playlist. We have explained Machine Learning with the help of real world example and projects. kzbin.info/www/bejne/hpuTn5iPitVsisU
@manishaagale6868
@manishaagale6868 5 жыл бұрын
Thank You I'm very well understand it
@edurekaIN
@edurekaIN 5 жыл бұрын
Hey Manisha, we are glad you loved the video. Do subscribe and hit the bell icon to never miss an update from us in the future. Cheers!
@sudinroy7979
@sudinroy7979 3 жыл бұрын
Very nice and detailed explanation about regression analysis.Thank you so much for edureka for providing this importnat vedio.
@edurekaIN
@edurekaIN 3 жыл бұрын
Hey:) Thank you so much for your sweet words :) Really means a lot ! Glad to know that our content/courses is making you learn better :) Our team is striving hard to give the best content. Keep learning with us -Team Edureka :) Don't forget to like the video and share it with maximum people:) Do subscribe the channel:)
@nooraskari5760
@nooraskari5760 3 жыл бұрын
Well explained, but Coding is something new for me.Need to come from basics.
@impgames5753
@impgames5753 5 жыл бұрын
Awesome explanation. Thax for the sharing video. Can you please share the dataset files so that we all can practice. Thanks in Advance.
@edurekaIN
@edurekaIN 5 жыл бұрын
Hi Ishwar, thanks for appreciating our work! Please share your email id with us (it will not be published). We will forward you the dataset to your email address.
@anishchar4282
@anishchar4282 Жыл бұрын
Very nice explanation 👌
@edurekaIN
@edurekaIN Жыл бұрын
Thank you so much 🙂 Keep learning with us..
@gcaira6135
@gcaira6135 5 жыл бұрын
Great video man :)
@harshalalige9293
@harshalalige9293 2 жыл бұрын
super explanation 😃
@edurekaIN
@edurekaIN 2 жыл бұрын
Thank you 😊 Glad it was helpful!!
@manuelcervantes1939
@manuelcervantes1939 2 жыл бұрын
Thank you for the tutorial my friend, greetings from Bolivia
@edurekaIN
@edurekaIN 2 жыл бұрын
Hi : ) We really are glad to hear this ! Truly feels good that our team is delivering and making your learning easier :) Keep learning with us .Stay connected with our channel and team :) . Do subscribe the channel for more updates : ) Hit the bell icon to never miss an update from our channel : )
@ashishverma1382
@ashishverma1382 3 жыл бұрын
finally this video help me continue.....
@rohitchitte5614
@rohitchitte5614 4 жыл бұрын
Finnest videos on machine learning
@nididhyasana5879
@nididhyasana5879 3 жыл бұрын
Beautifully explained, Abridged the gap between Theoretical and practical knowledge. This is what we want!!!!
@RaviTeja-zy5yn
@RaviTeja-zy5yn 4 жыл бұрын
Awesome 😊.... basically a spoon feeding explanation...loved it.
@schatterjee3157
@schatterjee3157 4 жыл бұрын
Great stuff!!Please send in the dataset
@Viralvlogvideos
@Viralvlogvideos 4 жыл бұрын
awesome tutorials u guys must come and teach in our college
@ihateorangecat
@ihateorangecat 2 жыл бұрын
thank you sir🙏🙏❤
@shubhamghodake5261
@shubhamghodake5261 4 жыл бұрын
Very nice explanation
@bipsy_
@bipsy_ 2 жыл бұрын
Fabulous explanation! clear precise and straight to the point.
@edurekaIN
@edurekaIN 2 жыл бұрын
Hey:) Thank you so much for your sweet words :) Really means a lot ! Glad to know that our content/courses is making you learn better :) Our team is striving hard to give the best content. Keep learning with us -Team Edureka :) Don't forget to like the video and share it with maximum people:) Do subscribe the channel:)
@RiyazShaikh-cd3hf
@RiyazShaikh-cd3hf 2 жыл бұрын
In coding part while calculating the R square why you are subtracting it from 1
@ujjwal_here8048
@ujjwal_here8048 3 жыл бұрын
Great video thank you for sharing.
@edurekaIN
@edurekaIN 3 жыл бұрын
Hi : ) We really are glad to hear this ! Truly feels good that our team is delivering and making your learning easier :) Keep learning with us .Stay connected with our channel and team :) . Do subscribe the channel for more updates : ) Hit the bell icon to never miss an update from our channel : )
@subrahmanyabhat2385
@subrahmanyabhat2385 2 жыл бұрын
Thank you for this video 👌
@edurekaIN
@edurekaIN 2 жыл бұрын
Thank you so much for your review on our channel  Great to hear that Edureka is helping you learn better . We’ll strive to make even better learning contents/courses in the future ! Do subscribe the channel for more updates : )
@rubyatkoly776
@rubyatkoly776 5 жыл бұрын
29 mints just clear my one week confusions
@karalworld
@karalworld 4 жыл бұрын
Awesome. Very good explanation. Thank you.
@akshayrupnar5971
@akshayrupnar5971 5 жыл бұрын
Literally such helpful video sir ....keep uploading such type of videos thanx ....👍👌
@edurekaIN
@edurekaIN 5 жыл бұрын
Thanks for the compliment, Akshay! We are glad you loved the video. Do subscribe to the channel and hit the bell icon to never miss an update from us in the future. Have a good day!
@joshuajohn4404
@joshuajohn4404 6 жыл бұрын
According to the formula for r-square, there is no subtraction from one... but in the implementation via coding, i noticed you subtracted from 1. why is that?
@trueknowledge2065
@trueknowledge2065 4 жыл бұрын
Thanks from south Korea
@edurekaIN
@edurekaIN 4 жыл бұрын
You are welcome👍
@subhadipml
@subhadipml 5 жыл бұрын
Thanks to Edureka for delivering the knowledgeable content
@AaliyahKaltsum
@AaliyahKaltsum 5 жыл бұрын
great video! but please improve the sound quality :) thank you very much
@edurekaIN
@edurekaIN 5 жыл бұрын
Hey Aaliyah, we are glad you loved the video and thanks for the compliment. Do subscribe to the channel and hit the like button to never miss a video from edureka in the future. Cheers!
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