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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
Wrap Up
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Time Series Analysis with Python
Quiz: Basic Time Series Forecasting
Check your understanding of "Basic Time Series Forecasting."
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