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Time Series Analysis with NumPy

Overview

Skills Needed

Learn time series analysis techniques with NumPy. Explore data smoothing, decomposition methods, and forecasting models for time series data using NumPy.

  • Basic knowledge of Python programming
  • Familiarity with time series data concepts

Outline

  • Introduction to Time Series Analysis
  • Time Series Data Preparation
  • Data Smoothing Techniques
  • Time Series Decomposition Methods
  • Time Series Forecasting Models
  • Seasonality and Trend Analysis
  • Time Series Anomaly Detection
  • Performance Metrics for Time Series Models
  • Forecast Evaluation Techniques
  • Best Practices for Time Series Analysis with NumPy
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