Predict The Weather with Machine Learning: Beginner Project
In this video, we'll learn how to predict your local weather with machine learning. We'll start by downloading the data, then we'll prepare it for machine learning and try a ridge regression model. This is a beginner-friendly tutorial. We'll use python, jupyter notebook, pandas, and scikit-learn.
You can find the project notebook and data here: https://github.com/dataquestio/projec...
Chapters
00:00 Introduction
00:39 - downloading the data
02:51 - reading the data into pandas
05:20 - preparing the data for machine learning
08:43 - filling in missing values
14:35 - verifying we have the correct data types
17:13 - analyzing our weather data
20:35 - training our first machine learning model
26:06 - evaluating our model
28:32 - creating a function to make predictions
29:48 - adding in rolling means
33:33 - adding in monthly and daily averages
37:40 - running model diagnostics
39:31 - next steps with this project
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