NLP Demystified 7: Building Models (ML modelling overview, bias, variance, evaluation)

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  • เผยแพร่เมื่อ 27 พ.ย. 2024

ความคิดเห็น • 14

  • @blendercomp
    @blendercomp ปีที่แล้ว +8

    I've watched a couple of videos and I am truly stunned. How on earth is it possible for this series to have only ...a couple of dozen views?! This is hands down the best intro course I've ever encountered. You've done an outstanding job sir - and even that's an understatement! :)

    • @futuremojo
      @futuremojo  ปีที่แล้ว

      Thank you! Your comment made my day.

    • @jcodyatcdi
      @jcodyatcdi 9 หลายเดือนก่อน

      I agree. I was truly shocked to see so few views on what are some of the best lessons on the topic. I'm going to create an X account just to promote the channel.

  • @LakshmiDevilifentravels
    @LakshmiDevilifentravels 9 หลายเดือนก่อน

    I'm a research Scholar and came across your channel. I was truly amazed at how you broke through the concepts and explained them.

    • @futuremojo
      @futuremojo  9 หลายเดือนก่อน

      Thank you!

  • @SawanSalhotra
    @SawanSalhotra 8 หลายเดือนก่อน

    Best explanation. Crisp and exhaustive.

  • @XhensilaPoda
    @XhensilaPoda ปีที่แล้ว

    Amazing content. I appreciate the effort you have put into making this series and will recommend it everywhere possible. Let's get this channel a significant number of views. Totally deserved. Keep up the excellent work.

  • @futuremojo
    @futuremojo  2 ปีที่แล้ว +2

    Timestamps:
    00:00:00 Building models
    00:01:03 Scenarios for using machine learning
    00:01:42 Defining machine learning
    00:02:05 The different types of machine learning
    00:04:20 Machine learning as automatic programming
    00:05:59 A high-level view of modelling workflow
    00:09:17 High bias and what to do about it
    00:10:25 High variance and what to do about it
    00:12:08 Regularization and hyperparameters
    00:13:09 Evaluating on the test set
    00:14:00 Practical concerns beyond performance metric
    00:15:25 Modelling recap

  • @ZachMatu
    @ZachMatu ปีที่แล้ว

    Excellent stuff

  • @bismaybibhuprakash4493
    @bismaybibhuprakash4493 ปีที่แล้ว

    It would be great if u can help us in giving the ppt of the context that u present in the videos, the best way to source it out will be embedding it in your website. Love ur content❤

  • @amparoconsuelo9451
    @amparoconsuelo9451 ปีที่แล้ว

    For a deeper clarification, when does a model become become a model?

  • @DmytroKulaiev
    @DmytroKulaiev ปีที่แล้ว +2

    You definitely need to change the name of the channel, "t15" is not memorable and you'll get fewer clicks than you deserve for awesome material like this.

    • @futuremojo
      @futuremojo  ปีที่แล้ว

      Thanks for the inspiration and for the candid feedback. I named the channel. I need to explore the branding a bit but this is the direction I'll go with.