An Introduction to Linear Regression Analysis

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  • เผยแพร่เมื่อ 16 ธ.ค. 2024

ความคิดเห็น • 641

  • @statisticsfun
    @statisticsfun  11 ปีที่แล้ว +749

    Thank you very much for your compliments. I use a variety of different software including photoshop, illustrator, HTML5, Final Cut, GarageBand and a few other products. Each video takes me a long time to create. My rule of thumb is each minute of video takes about 12 hours to create, so a 7 minute video takes me about 84 hours of development time.

    • @startup_dream
      @startup_dream 4 ปีที่แล้ว +106

      And then one can conclude there is a clear positive relationship between the time spent on each video (independent variable) and its quality (dependent variable). Thank you for putting the time and effort into this wonderful piece of work!

    • @k-hambie256
      @k-hambie256 4 ปีที่แล้ว +7

      Thanks for your efforts... Really love your illustrations

    • @shahnazmalik6553
      @shahnazmalik6553 4 ปีที่แล้ว +2

      I appreciate

    • @seedofthecentury
      @seedofthecentury 3 ปีที่แล้ว +5

      you could do this on power point in seconds...

    • @OCTAVIANZAGARIN
      @OCTAVIANZAGARIN 3 ปีที่แล้ว

      Waw!! Thanks so much for the effort

  • @statisticsfun
    @statisticsfun  12 ปีที่แล้ว +22

    You are very welcome! It is always good to hear that my tutorials help students. Good luck in your classes.

  • @haleywang8941
    @haleywang8941 5 ปีที่แล้ว +1763

    Appreciate the pause in between sentences so my slow brain could catch up

    • @tofunwatoyinbo
      @tofunwatoyinbo 5 ปีที่แล้ว +7

      Too bad Microsoft doesn't make hardware.

    • @tacos394
      @tacos394 5 ปีที่แล้ว

      sameee lol

    • @rodolfoyoshii8345
      @rodolfoyoshii8345 5 ปีที่แล้ว +11

      No way... I had to watch at x1.5, to make it sound at normal speed.

    • @goodester6924
      @goodester6924 5 ปีที่แล้ว +16

      @@rodolfoyoshii8345 no way... I had to watch at x53, to make it sound at normal speed.

    • @mariehernandez4573
      @mariehernandez4573 5 ปีที่แล้ว +2

      I have ADD and the pauses are arguably the best part of these videos for me.

  • @brendanhernandez3470
    @brendanhernandez3470 6 ปีที่แล้ว +86

    This presentation is literally better quality online education material than what is used at some accredited universities... and it is free. Well done.

    • @eevibessite
      @eevibessite 11 หลายเดือนก่อน

      th-cam.com/video/So3Z-Ht6qK8/w-d-xo.html

    • @ImPradeepm
      @ImPradeepm 7 หลายเดือนก่อน

      Second that

    • @chewbacer58
      @chewbacer58 2 หลายเดือนก่อน

      Third that

  • @shadowfox6438
    @shadowfox6438 6 ปีที่แล้ว +382

    I love how slow you go. You are not trying to sound super smart, so I have time to actually think. Thank you so much.

    • @magnumbers9255
      @magnumbers9255 4 ปีที่แล้ว +9

      Very much agreed. I got a crash course on regression next and obviously I crashed

    • @King-yj2jx
      @King-yj2jx 4 ปีที่แล้ว +5

      Professors that try to sound smart instead of trying to teach are the bane of my existence

    • @youarethecssformyhtml
      @youarethecssformyhtml 3 ปีที่แล้ว

      @@King-yj2jx agreed

    • @jonathanb6829
      @jonathanb6829 2 หลายเดือนก่อน

      😅...I feel you

  • @statisticsfun
    @statisticsfun  11 ปีที่แล้ว +17

    F is named after guy who invented Analysis of Variance (ANOVA). The purpose of ANOVA is to compare more than two groups. You could use t statistics to compare two groups.
    I have an entire playlist on ANOVA and I add a link to the playlist in this video description.

  • @statisticsfun
    @statisticsfun  11 ปีที่แล้ว +25

    Wow! Thank you very much and your feedback is much appreciated. I also appreciate you spreading the word and letting the other lecturers know about the videos.
    Good luck in your studies as well.

  • @raydellefave1451
    @raydellefave1451 8 ปีที่แล้ว +40

    This is a very clear and pleasant way to refresh topics I've lost over the years, thank you!

  • @Asoftenkameshee
    @Asoftenkameshee 9 ปีที่แล้ว +450

    you sir are the one and only reason to why i am going to get my bachelor's degree. thank you!

    • @heretoshare612
      @heretoshare612 9 ปีที่แล้ว +11

      OK now time to study and work out

    • @ecwg8512
      @ecwg8512 7 ปีที่แล้ว +24

      wtf

    • @buttholebzerker
      @buttholebzerker 7 ปีที่แล้ว

      Arghya Chakraborty
      that's what I'm talking about!

    • @Gunth0r
      @Gunth0r 7 ปีที่แล้ว +21

      you are the one doing the studying and going for the degree, don't sell yourself short

    • @comicstwisted
      @comicstwisted 5 ปีที่แล้ว +1

      did you get your degree?

  • @purdocchio1
    @purdocchio1 11 ปีที่แล้ว +5

    Oh my god, thank you so much for your videos. I am a medical doctor, doing post graduate exams which include statistics, which I haven't done since back in college years ago. Your videos are amazing and simple, thank you... Really helped me to get on track.

  • @friendzcorp2010
    @friendzcorp2010 7 ปีที่แล้ว +43

    You are indeed amazing sir / professor / buddy / mentor / coach! I think 'simplifying' isn't everyone's cup of tea. Thanks a bunch, for taking all the efforts for lesser mortals like us, making statistics palatable and digestible.

  • @quetzalamaru
    @quetzalamaru 10 ปีที่แล้ว +79

    THis is soooooooooo much better than Khan Academy.
    I'm going to your next video.

  • @statisticsfun
    @statisticsfun  12 ปีที่แล้ว +11

    Thanks so much for you feedback. This sort of feedback does inspire me to keep posting videos. I feel like I am just starting. I am getting ready to post a series of videos on SPSS and Multiple Linear Regression this weekend.
    Make sure you like MyBookSucks on FaceBook (see link in video description). This will help others find the educational videos.

  • @bennesoccer9919
    @bennesoccer9919 11 ปีที่แล้ว +9

    you literally saved me on my final in business stats. If i ever see you you get a hug.

  • @alexkim7270
    @alexkim7270 4 ปีที่แล้ว +9

    Wow a video created EIGHT years ago! So good.

  • @alemri
    @alemri 5 ปีที่แล้ว +12

    I think this is my first comment on youtube.
    Thank you for the smooth and clear explanation of this topic!

  • @EzhnoJiromoo
    @EzhnoJiromoo 2 หลายเดือนก่อน

    After scrolling through all over the internet, finally found the most clear explanation video to understand regression model! As a person who has weak-math background, this videos match a lot with my understanding level. Thanks million.!

  • @statisticsfun
    @statisticsfun  11 ปีที่แล้ว +5

    Great to hear my videos are helping you. I am curious, what type of social research are you doing?

  • @kiranshashiny
    @kiranshashiny 11 ปีที่แล้ว +1

    Really dedicated guy! - Taking 84 hours and providing it to the community. I mean - people who view the videos don't realize the effort until some one read this. I can relate to this.

  • @PrettyPoshSha
    @PrettyPoshSha 7 หลายเดือนก่อน

    I was so lost before I found this video. This saved me so much. Thank you for taking the time to completely break this down into terms that can be easily comprehended and at a pace that gives us time to soak up the information.

  • @CitAllHearItAll
    @CitAllHearItAll 2 ปีที่แล้ว +1

    10 years later, and your video is even more relevant with the increased application of machine learning.

  • @suyashpurwar8310
    @suyashpurwar8310 5 ปีที่แล้ว +7

    Thanks for making this. This is the best explanation on regression I have seen so far. I really appreciate the pause in between sentences. It makes things clear and helps me to digest the concept

  • @haydenmorris9608
    @haydenmorris9608 3 ปีที่แล้ว

    The fact this was created 9 years ago is amazing, brilliant video!

  • @azzaelbakry3310
    @azzaelbakry3310 7 ปีที่แล้ว

    Honestly, I don't know how you make statistics look so simple. You are a Pro.

  • @rosieboys6827
    @rosieboys6827 6 หลายเดือนก่อน +1

    I have elementary school level maths (it seems) and I need to reach high-school level of calculus for a new course of study and this video was recommended from MIT for the economics part of the course. I understood it! Thank you!!

  • @statisticsfun
    @statisticsfun  11 ปีที่แล้ว +1

    That is a good question and it can be very hard sometimes. The standard error of the estimate is comparing what your regression model is predicting and the actual. I don't know if you saw the video on standard error of the estimate, but this video is part of a playlist on regression and I created a video on Standard Error of the estimate that may help you even more. You can find a link to the playlist in this videos description.

  • @neik1982
    @neik1982 3 ปีที่แล้ว

    Bingo, You saved me....I was looking same explanation in so many videos but not found it as easy as you explain it in your video....Thank you very much.

  • @theenduser7541
    @theenduser7541 6 ปีที่แล้ว +4

    I watched all the ads coz you deserve to earn.
    Incredible tutoring.

    • @jamalbingulzaar6074
      @jamalbingulzaar6074 5 ปีที่แล้ว +1

      Brilliant. You directly contributed an estimated 0.001 USD to this man's income. Well done!

  • @elkillamartinez4749
    @elkillamartinez4749 3 ปีที่แล้ว

    much appreciated, people like you keep this world alive still

  • @jamiesmandarin9792
    @jamiesmandarin9792 3 ปีที่แล้ว +3

    Also appreciated here for your examples. For someone who doesn't have a relevant background this is really helpful and easy to understand!

  • @smsalahsheikh
    @smsalahsheikh 7 ปีที่แล้ว +4

    David, I like the way you teach. it's amazing. your tone is very normal. Your voice is very calm and clear and you teach difficult ideas as if you are telling an interesting event of normal life.Being a teacher myself and with an experience of 20 years in IT, I have never seen such lectures. Great. Keep it up your Good work man.

  • @codernoel
    @codernoel 3 ปีที่แล้ว +1

    I'm here after I got an assignment in codecademy to make a program that would calculate error in the linear progression after given the data.
    This video helped me to understand the basic concept of it which made the coding way easier. Thanks for the help!

  • @GbawlZ
    @GbawlZ 9 ปีที่แล้ว

    You saved my life. I looked at my professor's convoluted 70 page PPT on this topic and couldn't grasp this topic for the life of me. I shared this playlist with several classmates.

    • @statisticsfun
      @statisticsfun  9 ปีที่แล้ว

      Joe E Great to hear Joe and thanks for passing on my videos to your classmates. Good luck in your studies.

  • @statisticsfun
    @statisticsfun  11 ปีที่แล้ว +3

    You are very welcome, and I plan to keep posting more and more videos.

  • @wxyzxdll
    @wxyzxdll 3 ปีที่แล้ว +2

    Its so nice to hear someone speak normally,correctly, and at a natural relaxed meter and tone. No desperate overbabble punctuated with "like", "basically", and "ya know",and that annoying up-swing in voice tone that America gave the world. A pleasure to listen to and well explained, sir.

  • @cbssaintlucia7468
    @cbssaintlucia7468 8 ปีที่แล้ว

    Best online statistics tutor ever...I love this guy.

  • @zenasamy5366
    @zenasamy5366 3 ปีที่แล้ว +1

    I don't understand why people could dislike this video, However Thank you so much it is really helpful.

  • @cnemenzo1122
    @cnemenzo1122 9 หลายเดือนก่อน

    Wow! You version of explaining is more better than other videos I watch about linear regression.

  • @darylradc
    @darylradc 5 ปีที่แล้ว +3

    I'm trying to finish my Masters degree and I never thought I needed this. Thank youuuu 😭😂

  • @piyushchoughule5383
    @piyushchoughule5383 4 ปีที่แล้ว

    Please do not stop making these kindof high quality videos. I really loved your explanation.

  • @nathashalee7965
    @nathashalee7965 7 หลายเดือนก่อน

    Your explanations are so clear and concise, you have made it so easy to understand, hence allowing it easier to retain in memory. So good, I'm sharing this with my son who is currently learning linear regression. Big THANK YOU!

  • @tamilaudioislamcom1978
    @tamilaudioislamcom1978 5 ปีที่แล้ว

    After watching this video, my mind felt amazed, and wanted to make some comment here. But had a pause on what to write and slowly scrolled down for positive comments. And people said all. Thank you sooooo much

  • @NStillman
    @NStillman ปีที่แล้ว

    Thank you so much. The explanations are slow and clear. By far the best tutorial for someone who has very little clue about statistics but has to know a bit to know what is going on.

  • @muhannedalogaidi4113
    @muhannedalogaidi4113 2 ปีที่แล้ว

    This channel is my preferred reference ... No words can describe your efforts .Kudos and Thank you

    • @eevibessite
      @eevibessite 11 หลายเดือนก่อน

      th-cam.com/video/So3Z-Ht6qK8/w-d-xo.html

  • @catatankuning6839
    @catatankuning6839 3 ปีที่แล้ว

    This is the real fun statistics! After many years, I can understand the meaning of that formula. Thank You Sir !!!

  • @timothyroy20111
    @timothyroy20111 2 ปีที่แล้ว

    Thank you for being slow when explaining, and animating. These are all great techniques when teaching someone else. I appreciate your teaching style!

  • @Apeeization
    @Apeeization 5 ปีที่แล้ว +2

    This is an excellent introduction to regression. It has been made to be very easy to understand and well articulated. Well done!

  • @lolomo8520
    @lolomo8520 3 ปีที่แล้ว

    I want to tell you that you are a good teacher and we need more videos about languages like R, SAS.
    Thank you.

  • @hounamao7140
    @hounamao7140 8 ปีที่แล้ว +9

    YOU KNOW HOW TO EXPLAIN oh my god such a rare skill! thank you so much

  • @HassanAli-tv6fc
    @HassanAli-tv6fc ปีที่แล้ว

    I don't know this man is still alive or not but i really wanna to say THANKS" to him.

  • @joshuaamonde8264
    @joshuaamonde8264 4 ปีที่แล้ว

    Your slow pace explanation is great. What a man!

  • @srinivasaraobokka1989
    @srinivasaraobokka1989 4 ปีที่แล้ว +2

    Very good explanation even without math background people can also understand easily .Please keep posting your lectures

  • @JoeG2324
    @JoeG2324 11 ปีที่แล้ว +1

    you are really GOOD at explaining difficult topics in stats.

  • @tonywillingham8109
    @tonywillingham8109 ปีที่แล้ว

    I love your presentation, your calm voice, and your illustrations. If only all teachers were like this.

    • @eevibessite
      @eevibessite 11 หลายเดือนก่อน

      th-cam.com/video/So3Z-Ht6qK8/w-d-xo.html

  • @statisticsfun
    @statisticsfun  11 ปีที่แล้ว +1

    Appreciate that! I have thought for sometime now that statistics is not that hard it is just taught poorly and the resources materials suck too. Good luck in your post graduate exams too --- you can do it!

  • @AlphaCoaching40
    @AlphaCoaching40 13 วันที่ผ่านมา

    This has to be one of the best videos to understand regression I never could understand this

  • @londonstudioliving
    @londonstudioliving 3 ปีที่แล้ว +3

    You've totally explained it in a digestible way for me THANK YOU SO MUCH

  • @statisticsfun
    @statisticsfun  11 ปีที่แล้ว

    You are welcome and thanks for all your kind words. Good luck in your classes too.

  • @TwoStepsTogether
    @TwoStepsTogether 7 หลายเดือนก่อน

    Thank you so much! 5 mins of your video save 3 weeks of my lecture.

  • @Kelberi
    @Kelberi 7 ปีที่แล้ว

    Thank you mother Earth for having you sir, and TH-cam!

  • @MeTube3
    @MeTube3 4 ปีที่แล้ว

    Hey, StatisticsFun, you still there? Just wanted to say, thanks, your instruction is excellent.

  • @statisticsfun
    @statisticsfun  11 ปีที่แล้ว +2

    A big hug, I will look forward to that -- haha! Great to hear and I appreciate the feedback.
    Make sure you give me a virtual hug on (like) MyBookSucks on FaceBook (see link in video description). This will help others find the educational videos.

  • @rwewrwew625
    @rwewrwew625 2 ปีที่แล้ว +1

    Good stuff, I liked the sliding scale to demonstrate the positive, negative relationship. Definitely put it in a new light. Thanks for taking the time sir.

  • @statisticsfun
    @statisticsfun  11 ปีที่แล้ว +4

    Thank you so much and it is much appreciated. I have printed your comment and posted it right next to my monitor.

  • @Zedigan
    @Zedigan 5 ปีที่แล้ว +2

    I just started Statistics after not having done any complicated maths in nearly six years. This has made it much less daunting for me. It's simple and easy to understand and I'm actually starting to be fascinated by it. You're an absolute legend!

  • @koyabob3802
    @koyabob3802 4 ปีที่แล้ว

    I watched this video and I subscribed within the first minute.. So clear and simplified

  • @kyliereynolds5479
    @kyliereynolds5479 4 ปีที่แล้ว

    Well done! Your use of colors, timing, and language are put together very well to make this as easy to understand as possible.

  • @sonachristina6196
    @sonachristina6196 ปีที่แล้ว +1

    Best explanation on regression ever 🥺🥺❤️

  • @jacobkurien
    @jacobkurien 9 ปีที่แล้ว +133

    you sir, are amazing

    • @statisticsfun
      @statisticsfun  9 ปีที่แล้ว +11

      +Jacobkurien Appreciate that

  • @DomsFillums
    @DomsFillums 2 ปีที่แล้ว

    Thanks for explaining in 5 minutes what my course material can't quite put its finger on in 6 chapters. Going to watch the rest of the video now.

  • @abedbehrooz5627
    @abedbehrooz5627 4 ปีที่แล้ว

    Appreciating the very simple example and the slowest talking like the pause in between sentences and the explanations along the animations could help me to well understand the linear regression analysis and i could make power point presentation as well.
    Thanks!

  • @umeshvarma
    @umeshvarma 8 ปีที่แล้ว

    Fantastic. I never care to comment on videos but this time I had to. I viewed videos on Coursera, Khan Academy and other literature on internet but none explained it better. Great job!!

  • @pmarilag
    @pmarilag 11 ปีที่แล้ว +2

    I am so grateful for your awesome videos I shared it in the unit blackboard at university! Hope my colleagues will enjoy them as much as I do. Cheers :-)

  • @lesoiree
    @lesoiree 11 ปีที่แล้ว

    Thank you so much, you make statistics so much more easier than what is being taught at uni. I think you may have saved me from failing statistics. Thank you!

  • @chitraalma2754
    @chitraalma2754 9 ปีที่แล้ว +17

    finally the only one that makes sense. thank you, sir!

    • @statisticsfun
      @statisticsfun  9 ปีที่แล้ว +5

      +Chitra Alma Great to know my videos help and you are welcome. Hopefully you will get a chance to like and share the videos. This will help other students find them.

  • @Abdullah-tr5sf
    @Abdullah-tr5sf 8 ปีที่แล้ว

    All of your videos are so easy to understand! I created my own playlist and send to my all students as an additional resources. Thank you gentleman.

  • @hannahb.9634
    @hannahb.9634 5 ปีที่แล้ว

    I felt so lost on the Data Science course I am taking until I watched your video. Thanks so much for explaining in this much detail!

  • @999nico
    @999nico ปีที่แล้ว

    This is the best educational video ever in only 5 minutes ❤

  • @jonathanbelarmino2480
    @jonathanbelarmino2480 3 ปีที่แล้ว

    Thanks for creating this video. I had a hard time understanding this on my class, but your video made it easier for me to get and understand it. KUDOS!!

  • @yawarabbas8291
    @yawarabbas8291 6 ปีที่แล้ว +1

    Sir your way to teaching is Amazing .... great God bless You...

  • @statisticsfun
    @statisticsfun  11 ปีที่แล้ว

    Good to hear and good luck in your classes to. Btw, where do you go to university?
    Make sure you like MyBookSucks on FaceBook (see link in video description). This will help others find the educational videos.

  • @Mikebible67
    @Mikebible67 3 ปีที่แล้ว

    Finally someone who can explain this clearly. Thank you!!!! I can no complete the stats subject of my masters,

  • @josh_kincaid
    @josh_kincaid 11 ปีที่แล้ว

    This is one of the most beautiful stats tutorial videos. So much better than those nasty looking powerpoints and handwritten videos. Well done and thanks!!

  • @dumisaninamakhwa8123
    @dumisaninamakhwa8123 ปีที่แล้ว

    11 Years later the video is still the best.

  • @arunvyakaranam4464
    @arunvyakaranam4464 7 ปีที่แล้ว

    Your videos are so simple and easy to understand; good use of the simple graphics which makes them easy to understand remember rather than loads of text data. Wonderfully done, thank you very much!!!

  • @statisticsfun
    @statisticsfun  12 ปีที่แล้ว +4

    @bhikshuni Thanks for the complement! I love it.... a smooth DJ voice.

  • @mylifeasgenesis6676
    @mylifeasgenesis6676 2 ปีที่แล้ว

    THANK YOU VERY MUCH FOR THIS!
    Still not as clear as I would like, but way better than I was working with before finding you.
    CANNOT THANK YOU ENOUGH!

  • @SHIVANISHARMA-sf2tr
    @SHIVANISHARMA-sf2tr 3 ปีที่แล้ว +1

    it is really helping for my data science knowledge thanks for the video

  • @jovcam4330
    @jovcam4330 3 ปีที่แล้ว

    Thank you very much! I was trying for the past one hour to get this stuff in my head. You made it me to understand this stuff in 15 minutes! Thank you so much.

  • @rameshc5302
    @rameshc5302 3 ปีที่แล้ว

    Great job dude... Never come across such a lucid video... God bless ya ...

  • @gittyahmadi8109
    @gittyahmadi8109 6 ปีที่แล้ว

    THANK YOU THANK YOU THANK YOU!! Took me less than two day to do my analysis for my dissertation!!!

  • @mdsharifulislam9766
    @mdsharifulislam9766 11 หลายเดือนก่อน

    You're really awesome. I spent a hour but could understand from books and other sources.

  • @kehtahaipalpal
    @kehtahaipalpal 8 ปีที่แล้ว

    Wow this is great Sir... I am from a coding background and was looking for explanations in statistics for ML and thats what I got here. Thanks for taking efforts and making this things available for us.

  • @RicardoRojas-fm2oq
    @RicardoRojas-fm2oq ปีที่แล้ว

    The best explanation for beginners about this topic. Thanks a lot!

  • @DrShaunHeckstallToTheOverflow
    @DrShaunHeckstallToTheOverflow 2 ปีที่แล้ว

    You an excellent teacher! As a teacher, I really benefited from your clarity!

  • @manishbhabad3195
    @manishbhabad3195 10 หลายเดือนก่อน

    Best video on regression on TH-cam till data

  • @forestsunrise26
    @forestsunrise26 3 ปีที่แล้ว

    This is the best explanation on LRA there is!

  • @SuperArkanian
    @SuperArkanian 11 ปีที่แล้ว +1

    And it is evident that you are passionate in teaching us, judging by the time you invest in it. I mean my lecturer would be annoyed to teach us even 1 hour of stat! XD. You are an example to all the lecturers in the world. I plan to take you as an example and show your work to my lecturers in the next student lecturer meeting :D. Keep it up!

  • @statisticsfun
    @statisticsfun  12 ปีที่แล้ว +1

    Happy to hear the videos are helpful for you. Make sure you like MyBookSucks on FaceBook (see link in video description). It will help me spread the word to other students.

  • @statisticsfun
    @statisticsfun  11 ปีที่แล้ว

    That is a good question. Covariance and Correlation are very similar. There are some slight differences between the two. I did google "Covariance and Correlation" and discovered a short wikipedia article. I can't add a link here (youtube forbids it).