Forecasting Weather with Neural Prophet and Python

Опубликовано: 13 Январь 2021
на канале: Nicholas Renotte
42,673
1.2k

Tired of sucky weather forecasts?

Want to make the most of those sunny days when they come?

You're probably better off forecasting the weather yourself instead of relying. on the weather channel.

The best thing is, you can get started pretty easily using Neural Prophet. Neural Prophet is a relatively new library that uses Facebooks Prophet time series forecasting package and a Pytorch AR-Net model to produce highly accurate time series forecasts quickly. This makes it easy to build your own weather forecasts and forecast with any other time series style data.

In this video you'll learn how to:
1. Preprocess a weather dataset from Kaggle using Pandas
2. Train a time series forecasting model to predict temperature using Neural Prophet
3. Forecast temperature into the future using the trained model

Get the code: https://github.com/nicknochnack/Forec...

Chapters:
0:00 - Start
2:22 - Installing and Importing Neural Prophet
3:59 - Reading and Preprocessing Weather Data
14:19 - Training a Neural Prophet Model
16:33 - Generating Forecasts. with Neural Prophet
20:48 - Saving and Reloading Neural Prophet Models

Oh, and don't forget to connect with me!
LinkedIn:   / nicholasrenotte  
Facebook:   / nickrenotte  
GitHub: https://github.com/nicknochnack

Happy coding!
Nick

P.s. Let me know how you go and drop a comment if you need a hand!


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