Random Forest Regression Machine Learning - Well Log Prediction for Petrophysics

Поділитися
Вставка
  • Опубліковано 8 лип 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.
    ⭐️ If you haven't already, make sure you subscribe to the channel: / @andymcdonald42
    ▼ --- SUPPORT THE CHANNEL --- ▼
    ☕️ BUY ME A COFFEE: www.buymeacoffee.com/andymcdo...
    ▼ --- GET THE CODE -- ▼
    github.com/andymcdgeo/streaml...
    ▼ --- RECOMMENDED BOOKS --- ▼
    As an Amazon Associate I earn from qualifying purchases. By buying through any of the links below I will earn commission at no extra cost to you.
    PYTHON FOR DATA ANALYSIS: Data Wrangling with Pandas, NumPy, and IPython
    UK: amzn.to/3HNycJ9
    US: amzn.to/3DL7qPv
    FUNDAMENTALS OF PETROPHYSICS
    UK: amzn.to/3l1PgSf
    PETROPHYSICS: Theory and Practice of Measuring Reservoir Rock and Fluid Transport Properties
    UK: amzn.to/30UNWZS
    US: amzn.to/3DNqBbd
    WELL LOGGING FOR EARTH SCIENTISTS
    UK: amzn.to/3FHsbfn
    US: amzn.to/3CILAuE
    GEOLOGICAL INTERPRETATION OF WELL LOGS
    UK: amzn.to/3l2v2HV
    US: amzn.to/30UOTkU
    ▼ --- SOCIAL CHANNELS --- ▼
    Thanks for watching, if you want to connect you can find me at the links below:
    / andymcdonaldgeo
    / geoandymcd
    / andymcdonaldgeo
    www.andymcdonald.scot/
    Be sure to sign up for my newsletter to be kept updated when I post and share new content on UA-cam and Medium.
    www.getrevue.co/profile/andym...
    #datascience #petrophysics #python #streamlit #eda
    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
  • Наука та технологія

КОМЕНТАРІ • 12

  • @pareekshithegde2983
    @pareekshithegde2983 28 днів тому

    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 Рік тому

    thank you for these videos, keep going

  • @Channel1212ful
    @Channel1212ful Рік тому +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  Рік тому +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
    @justificacoesacademicas Рік тому

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

  • @user-dk7nv7vt9d
    @user-dk7nv7vt9d Рік тому

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

    • @AndyMcDonald42
      @AndyMcDonald42  Рік тому +1

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

  • @mominabdlhamed2098
    @mominabdlhamed2098 Рік тому

    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  Рік тому +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 2 місяці тому

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

    • @Sathish69
      @Sathish69 2 місяці тому

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