Imbalanced Data in Machine Learning | Undersampling | Oversampling | SMOTE

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  • เผยแพร่เมื่อ 5 ก.ย. 2024

ความคิดเห็น • 55

  • @campusx-official
    @campusx-official  4 หลายเดือนก่อน +23

    I had to reupload this video because I forgot to include the part on ensemble techniques due to an editing error in the previous upload. Check timestamps.

    • @Ashishkumar-id1nn
      @Ashishkumar-id1nn 4 หลายเดือนก่อน

      Sir, please make a video on the difference between encoding and embedding

    • @mohitjoshi8984
      @mohitjoshi8984 4 หลายเดือนก่อน

      Sir please make a video on AB testing

    • @AMANRAJ-dt8gu
      @AMANRAJ-dt8gu 4 หลายเดือนก่อน

      I am writing to request your assistance in creating videos that delve into metaheuristic approaches, such as genetic algorithms, ant colony optimization, and others. It has come to my attention that there is a noticeable scarcity of resources covering these topics on platforms like TH-cam.

    • @sagarbp-2854
      @sagarbp-2854 4 หลายเดือนก่อน

      Sir make video about AB testing

  • @advaitdanade7538
    @advaitdanade7538 4 หลายเดือนก่อน +15

    Thank you sir for the best series on TH-cam, I just completed it in 2 months by watching 4 hr daily at 1.5x speed

  • @SMBEATS-cb7sh
    @SMBEATS-cb7sh 12 วันที่ผ่านมา +1

    Awesome explaining!!!
    I'm not just talking about one video-the entire ML playlist is AWESOME! After consistently dedicating around 5 months to this playlist, I now feel confident in my ML skills. A big thanks to @Nitish Singh for this incredible journey!

  • @hitanshramtani9076
    @hitanshramtani9076 16 วันที่ผ่านมา +1

    Hi Sir as i have finished you 100 days ml playlist what can be our next step, please guide,
    Thank You Sir for your great playlist and Great Explanation.

  • @ansh-t8e
    @ansh-t8e หลายเดือนก่อน +1

    Thanks sir for this beautiful playlist. Never have i ever thought i would be able to understand all concepts of ml so easily. i am really grateful to you. i just completed this playlist after grinding for around 2 months. I have been going with some problems in my life that i am fighting but i will come out stronger now that I have completed this, soon I will start the DL playlist too and complete it too.
    Thank you for everthing sir.

  • @shumailmalik5948
    @shumailmalik5948 หลายเดือนก่อน

    I am Shumail Malik, a PhD student at Hanyang University, South Korea. I have seen you transition from a young person to an older one over these 100 days of Machine Learning. Without a doubt, you have done great work for the public! Your teaching style and accent are truly impressive, and your simplicity in personality is very attractive. Thank you very much, Sir.

    • @ArpitRawat-ew7ni
      @ArpitRawat-ew7ni 3 วันที่ผ่านมา

      Hey what's your researching in ? How is life there?

  • @Himu-c5l
    @Himu-c5l 14 วันที่ผ่านมา

    Thanks sir for the best Ml playlists on TH-cam . Coming from a non techn background you make it really easy to understand all things

  • @manikarnikatiwari199
    @manikarnikatiwari199 4 หลายเดือนก่อน +3

    THANK you so much Nitish 😊u are the best in everything.🎉 Thanks for being my teacher 😊🙏

  • @shripaddeshpande5766
    @shripaddeshpande5766 4 หลายเดือนก่อน +2

    Another fantastic video by Nitish! Wonderful!!!

  • @user-mg5fk7mf5c
    @user-mg5fk7mf5c 3 หลายเดือนก่อน +1

    I understood everything sir
    Thank you so much
    You are the best

  • @AMANRAJ-dt8gu
    @AMANRAJ-dt8gu 4 หลายเดือนก่อน +2

    I am writing to request your assistance in creating videos that delve into metaheuristic approaches, such as genetic algorithms, ant colony optimization, and others. It has come to my attention that there is a noticeable scarcity of resources covering these topics on platforms like TH-cam.

  • @068sushant8
    @068sushant8 หลายเดือนก่อน

    Finally i completed this playlist🤩🤩

  • @wamiqmushtaq2825
    @wamiqmushtaq2825 4 หลายเดือนก่อน +1

    Sir pls do a session on cross validation.... There's no sperate video on cross validation in the ml playlist

  • @divyakarlapudi
    @divyakarlapudi 3 หลายเดือนก่อน +1

    Thankyou so much for this video, very helpful sir 🤌

  • @ParthivShah
    @ParthivShah หลายเดือนก่อน +1

    Thank You Sir.

  • @chandrimapramanick1111
    @chandrimapramanick1111 3 หลายเดือนก่อน

    Sir, I truly admire your work and love all of your videos, learning so much from them. Thank you!!!
    I have one question: at the end of the video you said that in spam filtering false positive is the critical one but if one msg is spam and classified as not spam(false negative) that will be the critical case isn't it? false negatives are generally considered to be more dangerous in this case because they can expose the recipient to potential harm.

    • @RajatTomar-r7i
      @RajatTomar-r7i 2 หลายเดือนก่อน

      I think false positive is more critical because it may send your important mail in spam which is more harmful rather than showing some spam mails as important mail.

  • @himanshurathod4086
    @himanshurathod4086 4 หลายเดือนก่อน +1

    please continue your llm transformers series.and also please upload nlp ner and topic modeling

  • @shlok7580
    @shlok7580 หลายเดือนก่อน +1

    i had this in an interview recently and i fkd up a bit :(
    They gave me a dataset and were expecting how to handle such type of data and make it soo that the predictions that we make are reliable

  • @souvik5560
    @souvik5560 4 หลายเดือนก่อน

    Nitish :- At 7:00 It will be "Testing data" for determining the accuracy. Am I correct ?

  • @parth.mandaliya
    @parth.mandaliya 4 หลายเดือนก่อน +2

    Please make a new video on transformers 🙏

  • @vinayakvijay108
    @vinayakvijay108 3 หลายเดือนก่อน +1

    Awesome Content

  • @muhammadikram375
    @muhammadikram375 4 หลายเดือนก่อน +1

    Sir please do some working on MLOps playlist

  • @tusharshukla9361
    @tusharshukla9361 4 หลายเดือนก่อน

    Nitishi Sir please update your Machine Learning Roadmap and add links of your new videos (We want more and more videos of yours)

  • @dineshpatel9877
    @dineshpatel9877 หลายเดือนก่อน

    Hello sir please make video on ..PCA, tSNE, UMAP.

  • @soumyaranjandas7394
    @soumyaranjandas7394 4 หลายเดือนก่อน

    Dear Nitish sir, plz make video on how to fine tune our custom data using LLama llm.

  • @uditbhandari5791
    @uditbhandari5791 4 หลายเดือนก่อน +1

    Sir, when will you start a new batch for DSMP?

  • @haroonmalik2195
    @haroonmalik2195 4 หลายเดือนก่อน

    Sir Also make video on multi label classification problem.

  • @mukeshrajpurohit5593
    @mukeshrajpurohit5593 4 หลายเดือนก่อน

    Hi Sir,
    Big Fan!!
    I was searching for class imbalance video and you have uploaded it on right time.
    I am training an ANN model for customer churn prediction where my dataset has class imbalance issues 96:4. I have used Upsampling, Downsampling, SMOTE, SMOTE-ENN, Class Weight but neither of them gave promising results and fail to predict well on minority class the recall value is very low. What should be done in such case where the model is not predicting well on minority class. I have also trained XGBoost classifier but that model also did not perform well.

  • @nsbipritam9682
    @nsbipritam9682 2 หลายเดือนก่อน

    very helpful video

  • @balrajprajesh6473
    @balrajprajesh6473 4 หลายเดือนก่อน

    Thank you very much sir

  • @hossain9410
    @hossain9410 25 วันที่ผ่านมา

    my test dataset is imbalanced . can i apply oversampling on test dataset???

  • @not_amanullah
    @not_amanullah 4 หลายเดือนก่อน

    Thanks

  • @Sulehri226
    @Sulehri226 4 หลายเดือนก่อน

    Thanks Sir

  • @pujarameet9699
    @pujarameet9699 2 หลายเดือนก่อน

    Is this series complete or anything remaining sirm

  • @bhushansonawane5915
    @bhushansonawane5915 2 หลายเดือนก่อน

    Hello sir, how can i connect with you ? Need urgent help please

  • @dexterdev30
    @dexterdev30 12 วันที่ผ่านมา

    42:46

  • @anandshaw-ie3qk
    @anandshaw-ie3qk 4 หลายเดือนก่อน

    it's better

  • @not_amanullah
    @not_amanullah 4 หลายเดือนก่อน

    🖤

  • @user-vj3nx7sh8r
    @user-vj3nx7sh8r 3 หลายเดือนก่อน

    Playlist ke end tak aate aate aisa lag rha ki aap jawan se budhe ho gye.

  • @Mr_Sniper5
    @Mr_Sniper5 4 หลายเดือนก่อน +1

    Sab LLM ki bat Kar Rahe hai app Machine learning par ruke hai

    • @abhinavkale4632
      @abhinavkale4632 4 หลายเดือนก่อน +1

      Bhai LLM ke bhi videos cover kar Rahe hai nitesh sir. To us, these concepts are still gold and they are used everywhere.

    • @Mr_Sniper5
      @Mr_Sniper5 4 หลายเดือนก่อน

      @@abhinavkale4632 bhai sir ke sare video mere laptop me hai all total video LLM ka history padhe hai abhi tak

    • @omsaikommawar
      @omsaikommawar 4 หลายเดือนก่อน

      From an interviewer's perspective, an imbalanced dataset is a common topic in interviews. Focusing on simple topics can increase your chances of success in cracking the interview.

    • @samarmohanty6109
      @samarmohanty6109 หลายเดือนก่อน +1

      ML hogya kya apka

    • @Mr_Sniper5
      @Mr_Sniper5 หลายเดือนก่อน

      @@samarmohanty6109 ha Mera generative Ai bhi ho gaya

  • @mohitnemade5320
    @mohitnemade5320 3 หลายเดือนก่อน

    Nitesh bhai aapka knowledge perfect hai but video itne long hote h ki chahke bhi pura nahi dekh pate.. please try to make video in short way🙏🤝👍

  • @Mr_Sniper5
    @Mr_Sniper5 4 หลายเดือนก่อน

    Sir app bahut peeche hai