Time series, or sequential data, are widely encountered in industry and in research, including areas such as healthcare, IoT, smart grid, economics, biological signals, and virtually any sampled signal. This course introduces concepts in signal processing, machine learning, and deep learning for time series analysis and forecasting. Course delivery combines instruction, independent learning, assignments, and term projects.