Explainable AI in Python with LIME (Ft. Diogo Resende)

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  • เผยแพร่เมื่อ 12 ม.ค. 2025

ความคิดเห็น • 20

  • @DataProfessor
    @DataProfessor  4 ปีที่แล้ว +2

    🌟Subscribe to Diogo's TH-cam channel th-cam.com/users/diogoalvesderesende
    🌟Join the Data Professor Newsletter sendfox.com/dataprofessor
    🌟Download Kite for FREE www.kite.com/get-kite/?

    • @yashsatwani8972
      @yashsatwani8972 4 ปีที่แล้ว +1

      Make one on shap also

    • @DataProfessor
      @DataProfessor  4 ปีที่แล้ว +1

      @@yashsatwani8972 Thanks for the suggestion, a future video on this is in plan 😁

    • @pascal9337
      @pascal9337 4 ปีที่แล้ว +2

      @Data Professor,
      For Explainable AI, I think Dalex is a good wrapper for a lot of explainable methods and it comes with an ebook to explain the theory behind it :-)
      github.com/ModelOriented/DALEX

    • @DataProfessor
      @DataProfessor  4 ปีที่แล้ว +1

      @@pascal9337 Thanks for the comment. Highly agreed with you, I'm looking into creating a future video on DALEX, it's very intuitive indeed for comparing ML methods as well as methods from different languages

  • @paulntalo1425
    @paulntalo1425 3 ปีที่แล้ว +1

    What a great way to explain our models to non technical stakeholders

    • @DataProfessor
      @DataProfessor  3 ปีที่แล้ว +1

      Yes it certainly is, explainable AI is an important topic, have you wstched these 2 other videos on the topic th-cam.com/video/ZgypAMRcmw8/w-d-xo.html and th-cam.com/video/TaNfYKaid80/w-d-xo.html

    • @paulntalo1425
      @paulntalo1425 3 ปีที่แล้ว +1

      @@DataProfessor I hadn't but am going to not after letting me know that there more related videos. Thank You

  • @AndrewMoMoney
    @AndrewMoMoney 4 ปีที่แล้ว +1

    The thumbnails are getting better! I thought your voice was a little deep until I read the description

    • @DataProfessor
      @DataProfessor  4 ปีที่แล้ว

      Haha, Thanks Andrew, appreciate the kind words 😁

  • @louisgirardin2030
    @louisgirardin2030 4 ปีที่แล้ว +2

    Thank you for the content. FYI : The show_in_notebook(show_table = True ) works as well in colab, but I can not get it to work within VS Code. Nonetheless :-) Merry Christmas !

    • @DataProfessor
      @DataProfessor  4 ปีที่แล้ว

      Thanks for watching, Merry Christmas!

  • @programmerrdai
    @programmerrdai 4 ปีที่แล้ว +1

    Great Content keep up the good work

  • @ManikaLamba
    @ManikaLamba 4 ปีที่แล้ว +1

    Can we use multiple text folders for LIME analysis? Also, for machine learning can we use text folders containing full-text of thousands of documents? For most of the videos, I have seen on youtube and on the Internet, everyone used CSV files containing abstracts or titles. I am curious if we can perform machine learning and LIME on a full-text corpus.

    • @ManikaLamba
      @ManikaLamba 4 ปีที่แล้ว +1

      @@DataHeroes Thank you for your reply! I have applied topic modeling on around 5,000 full-text dissertations for my Ph.D. research and want to make supervised machine learning model for it. So, should I convert the 5,000 dissertations into CSV format with the assigned topic (which I got from topic modeling) or the metadata (i.e. title or abstract) with the assigned topic is enough to build a machine learning model? For such Multi-label classification model will LIME work as explained by you in the video?

  • @raviankitaava
    @raviankitaava 4 ปีที่แล้ว +1

    Can this LIME work for regression model prediction ?

    • @raviankitaava
      @raviankitaava 4 ปีที่แล้ว

      ​@@DataHeroes any simple example, on how to use it for regression problems?

  • @raphaeldouglas8802
    @raphaeldouglas8802 4 ปีที่แล้ว +2

    Awesome 😍💋 💝💖♥️❤️