Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

YouTube

Predict Water Availability in Sierra Leone With Random Forests

Julia Silge via YouTube

Overview

Learn to predict water availability in Sierra Leone using random forest models with tidymodels in this 45-minute screencast. Explore data manipulation, visualization, and machine learning techniques as you work with #TidyTuesday water source data. Follow along step-by-step to build, evaluate, and interpret models, covering topics such as data preparation, feature engineering, model tuning, and variable importance. Gain practical insights into applying data science methods to real-world environmental challenges and enhance your R programming skills.

Syllabus

Introduction
Data
Map
Country
DataFrame
Fill
Payment
Building the model
Data budget
Editing model
Resampling
Last fit
VIP package
Data set

Taught by

Julia Silge

Reviews

Start your review of Predict Water Availability in Sierra Leone With Random Forests

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.