Project 3: Time Series Forecasting (Advanced)

Build advanced forecasting models for complex time series data.

Pick one path: Overlaps with Module 15 and intermediate project 6. See TIME_SERIES_LEARNING_PATH.md.

Difficulty

Advanced

Time Estimate

1-2 weeks

Skills You'll Practice

• Time Series Analysis
• LSTM
• ARIMA
• Prophet

Learning Objectives

• Apply advanced time series techniques
• Use LSTM for sequences
• Implement Prophet for trends
• Engineer features for time series
• Multi-step ahead forecasting

Dataset

Stock prices, energy consumption, or sales data

Project Steps

1. Load and analyze time series
2. Implement ARIMA
3. Build LSTM model
4. Use Prophet
5. Compare methods
6. Multi-step forecasting

Resources

• Prophet Documentation
• Time Series Forecasting Guide