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Scikit-Learn for Time Series Analysis

Overview

Skills Needed

Learn to apply Scikit-Learn for time series forecasting and analysis tasks. Explore ARIMA models, LSTM networks, and anomaly detection with Scikit-Learn.

  • Basic understanding of time series concepts
  • Proficiency in Scikit-Learn basics

Outline

  • Introduction to Time Series Analysis
  • Time Series Data Preprocessing
  • ARIMA Modeling with Scikit-Learn
  • Seasonal Decomposition Techniques
  • Time Series Forecasting
  • LSTM Networks for Time Series
  • Anomaly Detection in Time Series Data
  • Time Series Clustering Techniques
  • Handling Missing Time Series Data
  • Best Practices for Time Series Analysis with Scikit-Learn

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