Learn How to Boost Your Python Sklearn Models with GridsearchCV!

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  • Опубліковано 28 кві 2023
  • In this video, I will show you how to optimize a support vector machine (SVM) learning model using gridsearchCV from scikit-learn (sklearn). I will also demonstrate this improvement visually using a scatter plot from seaborn.
    SVMs are a powerful machine learning algorithm that can be used for both classification and regression tasks. However, they can be difficult to tune, as they have a number of hyperparameters that can affect their performance. GridsearchCV is a powerful tool that can be used to automate the process of tuning hyperparameters.
    In this video, I will walk you through the steps involved in using gridsearchCV to optimize an SVM model. I will also show you how to visualize the improvement in performance that is achieved by optimizing the model.
    This video is for anyone who wants to learn how to optimize SVM models in Python. No prior knowledge of SVMs or gridsearchCV is required.
    Here is the github link to the notebook: github.com/chrisp33/Python-Fo...

КОМЕНТАРІ • 11

  • @CJP3
    @CJP3  Рік тому +2

    Have you used gridsearchcv? 👀 🙋🏾‍♂️

    • @deltax7159
      @deltax7159 Місяць тому

      Just learned about the optuna library for hyperparameter optimization. Gotta love ol gridsearchCV. Just have to take advantage of parallelization for models like random forest and xgboost. Can take awhile to search without. Great video!

    • @CJP3
      @CJP3  Місяць тому

      @@deltax7159 great build! I’ll also check out optuna

  • @benwinstanleymusic
    @benwinstanleymusic 3 місяці тому +1

    Thank you so much for this video, really great explanations and presentation with just the right amount of detail.

    • @CJP3
      @CJP3  3 місяці тому

      You're very welcome! Have a great day!! 🙏🏽

  • @ichrakhammioui8824
    @ichrakhammioui8824 6 місяців тому +1

    Amazing, thank you so much, your explination is so clear

    • @CJP3
      @CJP3  6 місяців тому

      Thank you!!🙏🏽

  • @user-dv4fj6kz6f
    @user-dv4fj6kz6f 3 місяці тому +1

    Thank you for your great explanation

    • @CJP3
      @CJP3  3 місяці тому

      Glad it was helpful!! 🙏🏽

  • @pavloOps
    @pavloOps Рік тому

    You are the best!! Thank you a lot ❤

    • @CJP3
      @CJP3  Рік тому

      Thank you very much!!