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Time Series
Time series data are all around us! Learning to analyze them properly unlocks valuable insights and helps make accurate predictions in industry and research. In this class, you'll gain practical experience in exploring and analyzing time series data, unlocking insights, and making informed predictions.
Course Materials
Skills you will acquire
Understanding Time Series Data
Exploratory Data Analysis for Time Series
Preparing Time Series Data for Modeling
Building Baseline Time Series Models
Developing Autoregressive Time Series Models
Applying Machine Learning to Time Series
Implementing Deep Learning for Time Series Forecasting
Evaluating Time Series Models
Handful External resources
Additional resources on Time Series Decomposition and Autoregressive Models:
Excellent book to get you started with Time Series Forecasting:
Forecasting: Principles and Practice Book (3rd edition)
To understand Recurrent Neural Networks:
Tutorial on Building RNNs with Keras
Your Teachers
Mouhcine Mendil
