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Time Series Analysis with Python
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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
Premium
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
Premium
Final Project
8.
Conclusion
Wrap Up
Mock Interview
Premium
Time Series Analysis
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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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