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Time Series Analysis: Additional Resources

Curated resources to deepen your time series skills.

Books

• Forecasting: Principles and Practice (Hyndman & Athanasopoulos). The most practical reference

Courses / Lectures

• StatQuest (time series + ARIMA intuition)
• Andrew Ng / Deep Learning sequences material (for RNN/LSTM intuition)

Tooling docs

• statsmodels time series docs (ARIMA, seasonal decomposition)
• prophet docs (trend/seasonality components)

Practice datasets (public)

• Airline passengers (classic)
• Electricity / energy demand datasets
• Retail sales datasets

In-repo references

• Main guide: time-series-analysis.md
• Advanced topics: time-series-advanced-topics.md
• Project tutorial: time-series-project-tutorial.md
• Quick reference: time-series-quick-reference.md

All lessons in this module

Previous lesson. Time Series Exercises (Practice Pack) · Next lesson. Advanced Time Series Topics