10 Tips for Improving the Accuracy of your Machine Learning Models

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  • Опубліковано 15 січ 2023
  • This video provides viewers with 10 practical tips for improving the accuracy of their machine learning models. From data preprocessing and feature selection to model evaluation and ensembleing techniques, these tips cover a wide range of strategies that can be used to boost the performance of any machine learning model. Whether you're a beginner or an experienced data scientist, you're sure to find valuable insights in this video.
    0:20 Tip 1: Understand the Problem
    0:33 Tip 2: Have Enough Data
    0:49 Tip 3: Clean your Data
    1:01 Tip 4: Choose a Good Error Metric
    1:14 Tip 5: Try Several Models
    1:26 Tip 6: Ensemble your Models
    1:36 Tip 7: Use Regularization
    1:54 Tip 8: Use Crossvalidation to Evaluate
    2:07 Tip 9: Fine Tune Hyperparameters
    2:20 Tip 10: Keep an Open Mind
    2:42 Surprise!
    Want to know how this video was made, check out my short? • ChatGPT Makes a YouTub...
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    #Python #machinelearning #datascience #tips
  • Наука та технологія

КОМЕНТАРІ • 13

  • @JustAThought01
    @JustAThought01 Рік тому +1

    Looks like ChatGPT is an excellent summarization tool. Thanks for sharing your research into this capability.

  • @StaMariaRock
    @StaMariaRock Рік тому +3

    This is like magic, I was just having some complications trying to improve the accuracy of 2 models, and boom! here it is a new video!
    Thanks so much for this (y)

  • @timduck8506
    @timduck8506 Рік тому +1

    hmm I planning to build my own A.I. desktop with 4x gpu do i go for a 3090 ti with nvlink or go with something else like two A100 ?

  • @user-mu1se5px6b
    @user-mu1se5px6b 8 місяців тому

    Thankyou very much sir, I want to ask is the difference in device affect model accuracy sir?

  • @generalshepherd457
    @generalshepherd457 Рік тому +7

    You are basically just a poster boy now. Just some eye candy.

    • @HeatonResearch
      @HeatonResearch  Рік тому

      How much is plastic surgery?

    • @generalshepherd457
      @generalshepherd457 Рік тому

      @@HeatonResearch You are great as you are. You don't need to change a thing.

  • @suveerudayashankara4273
    @suveerudayashankara4273 Рік тому

    sir how do i activate my "mps" in yolov5 for mac m1.
    for training dataset.

  • @inverseztransform8329
    @inverseztransform8329 Рік тому +1

    Next gen Gans + next gen chatGPT = max headroom

  • @TimL_
    @TimL_ Рік тому +2

    As if there were not enough trust issues with the internet already!

    • @HeatonResearch
      @HeatonResearch  Рік тому

      This will change some things. I am currently looking at how well ChatGPT would do in my college course.