Time Series

Offered By: Kaggle

Tags

Time Series Analysis Courses Machine Learning Courses Linear Regression Courses Feature Engineering Courses Time Series Forecasting Courses Trend Analysis Courses

Course Description

Overview

Apply machine learning to real-world forecasting tasks.

Use two features unique to time series: lags and time steps.
Model long-term changes with moving averages and the time dummy.
Create indicators and Fourier features to capture periodic change.
Predict the future from the past with a lag embedding.
Combine the strengths of two forecasters with this powerful technique.
Apply ML to any forecasting task with these four strategies.

Syllabus

Linear Regression With Time Series
Trend
Seasonality
Time Series as Features
Hybrid Models
Forecasting With Machine Learning

Taught by

Ryan Holbrook

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