Statistics 101: Logistic Regression, An Introduction

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  • Опубліковано 28 чер 2024
  • In this video we go over the basics of logistic regression, a technique often used in machine learning and of course statistics: what is is, when to use it, and why we need it. The intended audience are those who are new to logistic regression or need a quick but thorough review. Thank you and please subscribe! - Brandon
    My playlist table of contents, Video Companion Guide PDF documents, and file downloads can be found on my website: www.bcfoltz.com
    #statistics #regression #machinelearning

КОМЕНТАРІ • 229

  • @ratanpsm
    @ratanpsm 7 років тому +40

    Dear Brandon.....You are fantastic teacher, Made many lessons, Many faculty and students will benefit. You are challenging books and making youtube enjoyable. Thanks for making stat enjoyable and easy to understand. You are doing great job.
    Best wishes
    regards
    Prof. Ratan K. Srivastava
    IMS, BHU, Varanasi - India

  • @kikkykaku
    @kikkykaku 8 років тому +8

    This is absolutely great!! loved how the differences between different regressions are explained!!

  • @ActSciBlink
    @ActSciBlink 7 років тому +1

    Your videos are great! As a blind student they're really easy to follow without being able to read the screen. I appreciate how thorough and descriptive you are. Keep up the good work and thank you for helping me to regain confidence with math and statistics!

  • @AF-sh1fg
    @AF-sh1fg 5 років тому +3

    This material was so useful for me. My professor talks a different language, I understand nothing in class. Thank you Brandon for taking the time to make this material available on youtube.

    • @gerarddeboer8599
      @gerarddeboer8599 5 років тому +1

      Yeah same. My stats professors explain all these methods sooo weird that barely anyone knows what the lecture was about after class... we are basically obliged to watch series like these to actually understand how and when to use a particular method and how to do the calculations.

  • @emilielvendorf7447
    @emilielvendorf7447 5 років тому +4

    I have to be honest! This is SUCH an amazing and simple way to learn!! THANKS ALOT!

  • @yasirlateef8641
    @yasirlateef8641 7 років тому +123

    I'm not a stats person, rather a computer guy getting into Artificial Intelligence. One thing I must say is 'You're Awesome, man!'. You just knocked every necessary details about understanding Logistic Regression! Really great stuff!

    • @SiaarZH
      @SiaarZH 6 років тому +3

      Yasir Lateef Same here. AI. But I did sign up for Statistics for Data Science which was recommended for ML and DL.

    • @Abusteif1
      @Abusteif1 6 років тому +4

      This exactly describes my current situation :D

    • @arpanghimire8102
      @arpanghimire8102 6 років тому +2

      haha..same here

    • @whoisbhauji
      @whoisbhauji 6 років тому +1

      Why this video seems to work for AI/DL stuff is because he goes backwards. To learn/train, we need to start from the output and get at the model. Other videos go forward from data to output. I predict this is 70% accurate :)

    • @solomongrundy2211
      @solomongrundy2211 4 роки тому +1

      r/humblebrag

  • @lidiyaivannikova5464
    @lidiyaivannikova5464 5 років тому +5

    Just wanted to thank you so much for all these videos! You helped me get a full score on the final!! :)

  • @coJetty
    @coJetty 6 років тому +18

    This is so thoroughly thought through. I am very impressed and thankful!

    • @indianarchangel
      @indianarchangel 3 роки тому

      thoroughly thought through! try saying that a 100 times :D But seriously, the tutorial is so good.

  • @AnonymousSam
    @AnonymousSam 8 років тому +2

    Awesome, I love how you explain things, its so hard to find material out there that explains logistic regressions clearly.

  • @JK-fp1pn
    @JK-fp1pn 6 років тому

    You are the best person for STATS!
    I am loving Statistics because of your clear straightforward explanations and examples! The BEST!

  • @dhammikax
    @dhammikax 7 років тому +2

    Great simplistic explanations Brandon. Just the type of teaching needed in today's short attention-span adult learning environments. Cheers.

  • @fisayoadeniyan8713
    @fisayoadeniyan8713 6 років тому +1

    Brandon, you are the best teacher. No exaggeration. You make the lesson so simple to understand. Thanks so much for your amazing contribution to understanding of various statistical techniques.

  • @AndreDidriksen
    @AndreDidriksen 5 років тому +7

    That's actually super helpful, wish my predictive analysis course were more like your videos

  • @TheKriptus
    @TheKriptus Рік тому

    Brandon! Thank you so much for your lessons, you have no idea how helpful they are and they way you explain everything is just so natural to understand and really internalize.
    I'll end with the simple saying: Not all heroes ware capes, thank you!

  • @vishnupriya1985
    @vishnupriya1985 7 років тому +3

    Your video series on Linear,multiple ,logistic regressions is really great Brandon!Helps me a lot in learning Big data analytics.Highly appreciate if you could make a video on cluster analysis.

  • @aristoi
    @aristoi 8 років тому +5

    Great, simple explanation.

  • @BrandonFoltz
    @BrandonFoltz  9 років тому +21

    Latest video is live. Enjoy! Statistics 101: Logistic Regression, An Introduction.

    • @alvarosjrodriguez
      @alvarosjrodriguez 7 років тому

      Great explanations! I wonder if you are preparing any video about COX model. Thank you

  • @franciskm4144
    @franciskm4144 3 роки тому

    I am from India. I have been teachig economics for 40 years. Your presentations are highly useful even for me .Thank you.

  • @naveenkudupudi
    @naveenkudupudi 8 років тому +1

    Sir, A big thank you for all your efforts.

  • @m.ssharma535
    @m.ssharma535 6 років тому +1

    Brilliant. Stats Professor at Michigan (Ross School) explained it very well too when I took the course and modeled in SPSS

  • @pragyajackson
    @pragyajackson 4 роки тому

    I love your videos, Thanks for taking such effort to explain stats in the best way possible.

  • @crespoo0
    @crespoo0 5 років тому +1

    greatly explained! I'm so glad I found your channel!

  • @LULU47093
    @LULU47093 7 років тому +10

    Wonderful refresher before an important interview! Thank you.

    • @BrandonFoltz
      @BrandonFoltz  7 років тому

      Great! Best of luck!

    • @LULU47093
      @LULU47093 7 років тому +4

      It went well. Thank you Brandon.

  • @ahmedali-lm6vt
    @ahmedali-lm6vt 9 років тому

    I just start watching your videos I'm in a such need for my research .
    Thanks a lot

  • @shawncook_flips
    @shawncook_flips 8 років тому

    I really hope you continue to make videos, these are invaluable. Thank you so much.

  • @samm7253
    @samm7253 5 років тому

    Thank you so much for creating this channel. It is so helpful. I am studying epidemiology and your videos gives me a really good understanding of the subject. Keep it up and thanks again!!!

  • @Aishwaryasaid
    @Aishwaryasaid 4 роки тому

    I miss your early intro from old videos. You are so good. loads of love to you

  • @abdallamohamed2374
    @abdallamohamed2374 7 років тому

    simple & great explanations. Now i understand how to interpret dummy variables in multiple regression. Thanks a lot

  • @wsxzaqist
    @wsxzaqist 9 років тому +6

    Finally!!! I have been waiting for this topic forever.
    I would like to know if you any plans on making videos about Ridge,Lasso and PLS regression?

    • @BrandonFoltz
      @BrandonFoltz  9 років тому +3

      Praneeth Reddy Thanks! I doubt I would get to those in the immediate future, but I will add them to my ever-expanding list. :)

  • @islamabbas5718
    @islamabbas5718 6 років тому +1

    This is fantastic, many thanks for this great work.

  • @princemathew9034
    @princemathew9034 5 років тому

    Brandon, You are an awesome teacher. You reduced my stress learning statistics & probability for ML. I would want to support you Brandon. Please can you make videos on Naive Bayes, on KNN, Kmeans etc.

  • @ignaciobadiola2850
    @ignaciobadiola2850 7 років тому

    Thank you! Im taking a biostats class and although there are some differences the underlying concepts are very similar and you explanations and illustrations are very helpful.

  • @renee_chu
    @renee_chu 5 років тому

    Thanks! This helped so much! My lecturer doesn't know what she's talking about and 99% of us are confused! Saved my life!

    • @renee_chu
      @renee_chu 5 років тому

      Shared this with my peers too!

  • @juankou9243
    @juankou9243 8 років тому

    Best tutorial across the internet! Good Job!

  • @yadhu66621
    @yadhu66621 9 років тому

    Lucid explanation.. ! greatly helps for a solid foundation on the basics... Thanks Brandon !

  • @kiddykaf3037
    @kiddykaf3037 7 років тому

    you are a stats genius. will definitely fund you. thanks ever sooooo much Mr Foltz

  • @praveeniyer7
    @praveeniyer7 7 років тому

    This is the best video on logistic regression. I really enjoyed it.

  • @Hypotemused
    @Hypotemused 9 років тому +3

    great new format. Good stuff Brandon

    • @BrandonFoltz
      @BrandonFoltz  9 років тому

      kary bheemaiah Thanks! Glad you like it. :) And thank you for watching I really appreciate it. All the best, B.

  • @sureshm430
    @sureshm430 2 роки тому

    THANKS is not enough.. i should say more than that, I started my day with logistic regression, planned to complete in 2 to 3 hours.. i had gone through lot of stuff which lead to confusion between logit and sigmoid function..... felt bad and sad, that i couldn't make it, then your stuff came, it is SAVIOUR.. You explained very clearly, detailed every thing in simpler manner. I ended my day with SMILE with your stuff.. APPRECIATE.. APPRECIATE.. APPRECIATE... Expecting stuff on Machine Learning Algorithms too.

  • @eduugr
    @eduugr 6 років тому +2

    Thank you Brandon !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!

  • @oscardk5939
    @oscardk5939 4 роки тому

    Brandon... You Rock!!! Thanks a lot for this divine gift !!!! THANKS!!!!

  • @sarkermohammedalam2471
    @sarkermohammedalam2471 6 років тому

    excellent elaboration and description and very much useful for the student like me who always avoid statistical descriptions.

  • @ravindrababualuru6076
    @ravindrababualuru6076 7 років тому

    Anyone can learn easily Statistics from your Videos. Thank you for the video sessions.

  • @fahimkhalid1744
    @fahimkhalid1744 8 років тому +3

    your videos are great help for me! I like your method of explanation. Can you make some thing about probability and probability distributions and how they are useful in common statistical analyses...that would be great favour from you

  • @devsharma1660
    @devsharma1660 Рік тому

    this is the best video found on internet for learning logistic regression

    • @BrandonFoltz
      @BrandonFoltz  Рік тому

      Thank you so much. :) I am glad you find the videos helpful! Keep on learning!

  • @christinewalsh5437
    @christinewalsh5437 4 роки тому

    Hi Brandon, I really love the explanations on this topics. I was curious if you have any videos (I couldn't find it but stats and semantics are a thing) on principal component analysis?

  • @katerinaboididou8601
    @katerinaboididou8601 4 роки тому +1

    Thanks so much for this help once again!

  • @brandiwatts756
    @brandiwatts756 5 років тому

    Really appreciate your videos, you are the best!

  • @brittanyla3187
    @brittanyla3187 5 років тому

    Thanks. This was a great video...actually beginning to understand this! :)

  • @ProdTheRs
    @ProdTheRs 7 років тому

    Thank you very much for this clear and excelent overview of Logistic Regression. Subscribed and Liked. I will for sure share this. Thanks.

  • @NeginMahmoudi
    @NeginMahmoudi 7 місяців тому

    Your content is great! Looking forward to more insightful videos from you. It would be amazing if you could cover ordinal regression in one of your future videos. Keep up the excellent work!

  • @brycejohnson9627
    @brycejohnson9627 4 роки тому +2

    Thank you so much for this video! I'm loving all the videos you have! One thing that could maybe make it better is having access to the datasets used in the videos so that we can follow along on our own software (R, Stata, SAS, etc) and compare how our outputs look and so we know what we're seeing on our output by comparing it to the ones in the videos. Once again, thank you so much for the time and effort you put into these videos!

    • @BrandonFoltz
      @BrandonFoltz  4 роки тому +3

      Working on it! I do have many downloads on my website: www.bcfoltz.com/blog I may have missed this one.

  • @vickedness
    @vickedness 8 років тому

    Hi Brandon, thank you for making this video, am new to LR and this kinda gave me a sense of what its about and will have to do more study to understand this better. Will refer to the videos post some more basic research about LR.

  • @tamammohamad922
    @tamammohamad922 4 роки тому

    I think you have addressed in this video all my questions. Cannot wait to watch others! Just Amazing! I am from linguistics and I wonder whether you can do some videos for Likert Scale questionnaire and how we can go about their analysis with some examples!

  • @subramanianchenniappan4059
    @subramanianchenniappan4059 4 роки тому

    All your playlists on stats are great. Thanks. I am a java developer trying to learn stats for datascience and machine learning

  • @mariamabdallah6960
    @mariamabdallah6960 4 роки тому +1

    Loving this...Great

  • @AdoradorStarcraft2
    @AdoradorStarcraft2 6 років тому +9

    Giving a thumbs up because you can speak English properly, that is a highly valuable skill in the academic youtubes

  • @saket_gaming4071
    @saket_gaming4071 3 роки тому

    This video was heplful and simple to undesrtand. Thankyou:)

  • @jayaminichampika1887
    @jayaminichampika1887 6 років тому

    Thank you very much for the excellent explanation. I would like to know whether there are some videos explaining multivariate logit/probit models?

  • @salkonify
    @salkonify 5 років тому

    Clear and concise , well done :)

  • @kailichen1460
    @kailichen1460 7 років тому

    I learned logistic regression in class. Still, this video is very helpful and detailed in helping me understand the difference between logistic regression and other regression models!

  • @nityananddeva7724
    @nityananddeva7724 4 роки тому

    I am Preparing a research proposal for the purpose of seeking admission into Phd in management. Your video was very helpful. Thank you.

  • @vishaldhamal2431
    @vishaldhamal2431 8 років тому

    Hi Brandon.. Thanks for this video.. Appreciate it.. looking forward to more topics

  • @vininderbains4029
    @vininderbains4029 9 років тому

    I have loved your videos, and eagerly awaited your regression videos! Got me through my stats classes. Can you do some videos on sample size calculations for logistic and linear regression. Once you help everyone get a handle on stats, we get inspired to start applying for grants and conducting research -- and need to do sample size calculations...

  • @ronnyonggo1315
    @ronnyonggo1315 6 років тому

    Thanks! This video is super helpful and easy to understand

  • @cbrun1989
    @cbrun1989 6 років тому

    Thanks a lot! very clear and concise. Quick question- do you have lectures/materials on predictive analytics and multiple regression/multivariate analysis and how to conduct this kind of analysis?

  • @keekuable
    @keekuable 3 роки тому

    LOVE LOVE LOVE YOUR VIDEOS🔥🔥

  • @NaveenKumar-ne8hd
    @NaveenKumar-ne8hd 7 років тому

    Thanks Brandon...Very useful

  • @yangle8952
    @yangle8952 8 років тому

    Great video and love your comparison with other models

  • @j-daymusic3319
    @j-daymusic3319 4 роки тому

    Great and informative. Thank you very much !

  • @liamhoward2208
    @liamhoward2208 3 роки тому

    Hello Brandon, I would really like to see a series on logarithmic regression that models growth.

  • @jodihadianggono1678
    @jodihadianggono1678 5 років тому

    This video really help!! Thanks

  • @ShalabhBhatnagar-vn4he
    @ShalabhBhatnagar-vn4he 4 роки тому

    As always Mr. Genius = Mr. Foltz

  • @mamlakatnoonn
    @mamlakatnoonn 3 роки тому

    very informative and systematic presenting the basic concepts

  • @sofiah1682
    @sofiah1682 3 роки тому

    Awesome videos! Do you also have videos on multilevel models or plan on doing some?

  • @justinpretorius722
    @justinpretorius722 6 років тому

    Hey Brandon,
    I appreciate your videos. They are simple and to the point.
    Do you think you could start stating the assumptions to these statistical methods in future videos? They are commonly overlooked. If not, no worries, thank you and keep up the great work.
    Also do you think you have time to go over negative binomial and poisson regressions?

  • @SHIVTOSH1
    @SHIVTOSH1 7 років тому

    I was trying to learn logistic Regression but was not able to find good study material.
    Your's way of explanation was awesome and you made logistic regression look like a easy one....Thanks

  • @malkythealky
    @malkythealky 6 років тому

    You absolute life saver.

  • @kennethabbott8248
    @kennethabbott8248 3 роки тому

    Very well-done.

  • @imanabuhashish1490
    @imanabuhashish1490 9 років тому

    Much respect :) Thank you!

  • @rahulshetty13
    @rahulshetty13 8 років тому

    Great work Brandon

  • @user-xs5fq4un4m
    @user-xs5fq4un4m 5 років тому

    You are a great teacher

  • @tolulopeobele9886
    @tolulopeobele9886 5 років тому +1

    You are very audible, good lecture.

  • @ericgitonga6127
    @ericgitonga6127 4 роки тому

    Thank you sir, This was very helpful...

  • @bhavikdudhrejiya2502
    @bhavikdudhrejiya2502 5 років тому

    Very nice to explain logistic Regression

  • @arnovd7860
    @arnovd7860 4 роки тому

    Just posted your channel on the facebook group of my class, they will appreciate it i think :)

  • @nitinthokare
    @nitinthokare 10 місяців тому

    This is one of the best series with simplicity in the concept presentation. Thank you for the same.
    Where can we get the dataset you have used and the ppt used if possible? I went through the website but could not find these things on the website.

  • @chanhenry9623
    @chanhenry9623 9 років тому

    Thanks! Great video set for understanding statistics produced in professional quality!
    Support!

  • @harrywright6876
    @harrywright6876 7 років тому

    Great video, thanks.

  • @odaialzrigat
    @odaialzrigat 2 місяці тому +1

    Hi Brendon, cheers for this content. I cant find the dataset on your website, though.

  • @kathrinehansen9573
    @kathrinehansen9573 8 років тому

    You are soooo good seriously

  • @kalimanx
    @kalimanx 5 років тому

    At 8:00 - great explanation on "Why not other regression methods".

  • @pingryv
    @pingryv 5 років тому

    SImple and a very good explanation, thanks a lot!

  • @marianlenehan9618
    @marianlenehan9618 9 років тому

    Great video as usual Brandon! I'm new to all this, but logistic regression sounds so much like the single layer perceptron, which I am trying to get my head around for my Health Informatics course. I've mastered the calculations for the perceptron, but I just can't represent my solution on a solution space graph...'.I think I better think it out again'

  • @veegtec
    @veegtec 8 років тому

    Thank you so much!

  • @ylazerson
    @ylazerson 5 років тому

    Awesome video!

  • @SayantanSenBony
    @SayantanSenBony 9 років тому

    Most anticipated video for me,thank you very much. If it is possible kindly add SAS result and explained little bit ...that's will grate.

  • @arkarthanwin7842
    @arkarthanwin7842 2 роки тому

    I am from Myanmar. You help me understand statistics a lot. I hope you do the explaination for Nested logit model and mixed logit model as well.

  • @omkarparishwad2138
    @omkarparishwad2138 4 роки тому

    Could you please make further videos explaining the discrete choice models, contingency tables, maximum likelihood, Multi-nominal logit model, OLS for multiple regression, transformations of variables, model building methods and regression trees?

  • @jodihadianggono1678
    @jodihadianggono1678 5 років тому +1

    I've watched all of these series of videos, but i need explanation on how can u classify the category of the prediction results?