How to make a prediction with time-series data using machine learning.

TL;DR:

I made an LSTM neural network model that uses 30+ years of weather and streamflow data to quite accurately predict what the streamflow will be tomorrow.

The problem with river forecasts

A Millennium of River Flows.

Introduction

In the American West, we wait in anticipation every winter for the precipitation that will dictate how full the rivers and reservoirs will be, the intensity of the wildflower blooms, and the severity of the fire season. These anticipations often take the form of phrases like:

“It’s such a dry…

Will Stauffer-Norris

I’m all about the intersection of water and climate change. www.willstauffer.com

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