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 beginnerfriendly tutorial. We'll use python, jupyter notebook, pandas, and scikitlearn.
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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