Professional Certificate in Machine Learning for Time Series
-- ViewingNowThe Professional Certificate in Machine Learning for Time Series is a valuable course that equips learners with essential skills for career advancement in today's data-driven world. This program covers the fundamental concepts and techniques of machine learning, with a particular emphasis on time series analysis.
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โข Unit 1: Introduction to Time Series Analysis
โข Unit 2: Exploratory Data Analysis for Time Series Data
โข Unit 3: Stationarity and Seasonality in Time Series
โข Unit 4: Autoregressive (AR), Moving Average (MA), and ARIMA Models
โข Unit 5: Vector Autoregression (VAR) and Vector Error Correction Models (VECM)
โข Unit 6: State Space Models and the Kalman Filter
โข Unit 7: Long Short-Term Memory (LSTM) Networks and Recurrent Neural Networks (RNN) for Time Series Forecasting
โข Unit 8: Evaluation and Selection of Time Series Models
โข Unit 9: Advanced Topics in Machine Learning for Time Series
โข Unit 10: Real-World Applications and Case Studies of Machine Learning for Time Series
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