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TinyML Cookbook
book

TinyML Cookbook

by Gian Marco Iodice
April 2022
Intermediate to advanced content levelIntermediate to advanced
344 pages
7h 18m
English
Packt Publishing
Content preview from TinyML Cookbook

Chapter 3: Building a Weather Station with TensorFlow Lite for Microcontrollers

Nowadays, it is straightforward to get the weather forecast with our smartphones, laptops, and tablets, thanks to internet connectivity. However, have you ever thought of what you would do if you had to track the weather in a remote region with no internet access?

This chapter will teach us how to implement a weather station with machine learning (ML) using the temperature and humidity of the last three hours.

In this chapter, we will focus on dataset preparation and show how to acquire historical weather data from WorldWeatherOnline. After that, we will explain how to train and test a model with TensorFlow (TF). In the last part, we will deploy the model on an Arduino ...

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Publisher Resources

ISBN: 9781801814973Supplemental Content