undefined - Time Series Analysis with Python

Time Series Analysis with Python

0%

1.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

2.Python Basics for Time Series

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

3.Time Series Analysis

Trends Seasonal Patterns Autocorrelation Stationarity Quiz: Time Series Analysis

4.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

5.Advanced Time Series Forecasting

Prophet LSTM Bayesian Forecasting Quiz: Advanced Time Series Forecasting

6.Forecast Evaluation

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

Assessment

Time Series Analysis and Forecasting

7.Practical Examples

Energy Consumption Weather Data Stock Prices

Mini Project

Final Project

8.Conclusion

Mock Interview

Time Series Analysis