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All LessonsFree Lessons (4)

Introduction to Time Series

Course Contents

Time Series Analysis

Examples of Time Series Data

Get Time Series Datasets

Time Series Properties

Quiz: Introduction to Time Series

Python Basics for Time Series

pandas Working with Date and Datetime Data Visualizing Time Series Data Outliers Quiz: Python Basics for Time Series

Time Series Analysis

Trends Seasonal Patterns Autocorrelation Stationarity Quiz: Time Series Analysis

Basic Time Series Forecasting

Common Patterns Moving Averages Autoregression Seasonality Integration SARIMA SARIMAX Holt-Winters Quiz: Basic Time Series Forecasting

Project

Time Series Forecasting with Prophet in Python

Advanced Time Series Forecasting

Prophet LSTM Bayesian Forecasting Quiz: Advanced Time Series Forecasting

Forecast Evaluation

Evaluation Metrics Train/Test Split Baselines Detecting Model Drift Quiz: Forecast Evaluation

Course Assessment

Time Series Analysis and Forecasting

Practical Examples

Energy Consumption Weather Data Stock Prices

Mini Project

Final Project

Conclusion

Time Series Analysis with Python/

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Quiz: Introduction to Time Series

Quiz: Introduction to Time Series

Check your understanding of "Introduction to Time Series."

We'll cover the following...

Technical Quiz

1.

What is time series?

A.

The term “time series” refers to data in which observations are attached to a given moment in time.

B.

A datetime variable.

C.

A series of hours and their respective time zones.

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