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TensorFlow for Time Series Analysis

Overview

Skills Needed

Learn to apply TensorFlow for time series forecasting and analysis tasks. Explore LSTM models, attention mechanisms, and anomaly detection with TensorFlow.

  • Basic understanding of time series concepts
  • Proficiency in TensorFlow basics

Outline

  • Time Series Data Preprocessing
  • LSTM Networks for Time Series Forecasting
  • Attention Mechanisms in Time Series Analysis
  • Anomaly Detection Techniques
  • Time Series Forecast Evaluation
  • Multivariate Time Series Analysis
  • Seasonal Decomposition Methods
  • Time Series Clustering with TensorFlow
  • Real-time Time Series Prediction
  • Best Practices for Time Series Analysis with TensorFlow
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