Preprocessing Time Series Data

• Sliding/tumbling windows, moving averages, Markov chains.
• Frequency domain via Fourier transform. But what is the Fourier Transform? A visual introduction (20min video)
• Wavelet analysis. Understanding Wavelets, Part 1: What are wavelets (5min video)

Python Packages

• Fourier Analysis numpy.fft

• PyWavelets