Time Series Pattern Recognition with Air Quality Sensor Data

A real-world client-facing project with real sensor data

Zhou (Joe) Xu
Towards Data Science
17 min readAug 31, 2020

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Photo by Marcin Jozwiak on Unsplash

· 1. Introduction
· 2. Exploratory Data Analysis
2.1 Pattern Changes
2.2 Correlation Between Features
· 3. Anomaly Detection and Pattern Recognition
3.1 Point Anomaly Detection (System Fault)
3.2 Collective Anomaly Detection (External Event)
3.3

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Data Scientist at Sanofi. I am a data enthusiast, an aspiring technologist, a quick learner, and a problem solver. My opinions are my own.