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Time Series Analysis with Python 3.x [Video]

By Karen Yang
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About this video
Time series analysis encompasses methods for examining time series data found in a wide variety of domains. Being equipped to work with time-series data is a crucial skill for data scientists. In this course, you'll learn to extract and visualize meaningful statistics from time series data. You'll apply several analysis methods to your project. Along the way, you'll learn to explore, analyze, and predict time series data. You'll start by working with pandas' datetime and finding useful ways to extract data. Then you'll be introduced to correlation/autocorrelation time-series relationships and detecting anomalies. You'll learn about autoregressive (AR) models and Moving Average (MA) models for time series, and explore anomalies in detail. You'll also discover how to blend AR and MA models to build a robust ARMA model. You'll also grasp how to build time series forecasting models using ARIMA. Finally, you'll complete your own project on time series anomaly detection. By the end of this practical tutorial, you'll have acquired the skills you need to perform time series analysis using Python. Please note that this course assumes some prior knowledge of Python programming; a working knowledge of pandas and NumPy; and some experience working with data. The code bundle for this course is available at https://github.com/PacktPublishing/Time-Series-Analysis-with-Python-3.x
Publication date:
January 2020
Publisher
Packt
Duration
3 hours 23 minutes
ISBN
9781838640590

About the Author
  • Karen Yang

    Karen Yang has been a passionate self-learner in computer science for over 6 years. She has programming, big data processing, and engineering experience. Her recent interests include cloud computing. She previously taught for 5 years in a college evening adult program.

    Browse publications by this author
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Time Series Analysis with Python 3.x [Video]
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