0% completed

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

Working with Date and Datetime Data

Visualizing Time Series Data

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/

...

/

Outliers

Outliers

Understand how to deal with outliers in the data.

We'll cover the following...

Outliers
- "Actual" outliers
- Errors and missing values

Outliers

There are essentially two different types of outliers: actual outliers and errors. Let's look at what they are and how to deal with them.

"Actual" outliers

Actual outliers are values that are completely outside of the usual range for the time series ...