Random Forest Regression Machine Learning - Well Log Prediction for Petrophysics

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  • čas přidán 8. 07. 2024
  • Random forest is a very popular machine learning algorithm that can be used for both classification and regression. Within this tutorial, we will see how we can use the Random Forest algorithm to predict a continuous output using well logs as an example.
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    00:00 Introduction
    01:14 Data Loading and Preparation
    07:44 Building the Model
    08:11 Verifying the Model Results
    10:49 Predicting on the Test Data
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Komentáře • 12

  • @pareekshithegde2983
    @pareekshithegde2983 Před 29 dny

    sir can u plz make vedio about the data preprocessing like how to convert the dates from dat format to csv and csv to las file and how to combine the readings of the same well and different well

  • @teamsonnyliston
    @teamsonnyliston Před rokem

    thank you for these videos, keep going

  • @Channel1212ful
    @Channel1212ful Před rokem +1

    I'm not sure how this is free content ... you're a legend. Also, can you go further and show us how you would try and improve your prediction?

    • @AndyMcDonald42
      @AndyMcDonald42  Před rokem +1

      Thanks! I may cover that in a future video. It can be a long winded process though, but there are automated methods of doing it which I can also cover.

  • @justificacoesacademicas

    Great video, can you please give as the data that you used on the video please.

  • @user-dk7nv7vt9d
    @user-dk7nv7vt9d Před rokem

    HI, thanks for this amazing content. Would an analysis like this benefit from using XGBoost or other Boosting or bagging algorithms?

    • @AndyMcDonald42
      @AndyMcDonald42  Před rokem +1

      Quite possibly. I would recommend checking and comparing multiple algorithms then identify which one performs the best for your data

  • @mominabdlhamed2098
    @mominabdlhamed2098 Před rokem

    Great video, can you please make a video on how to use ANN to predict Shear wave using P-wave, GR, LLD, NPHI, RHOB, SW in unconsolidated formation as it's hard to acquire Vs in

    • @AndyMcDonald42
      @AndyMcDonald42  Před rokem +1

      Thanks. It is in the process of being put together. I am hoping to have it up later this month or early next month. :)

  • @Sathish69
    @Sathish69 Před 2 měsíci

    Good morning sir, how can i use this random forest algorithm for LULC prediction using tiff files

    • @Sathish69
      @Sathish69 Před 2 měsíci

      please provide me, if you have any source code to do with raster files to predict future lulc classification