Smoothing Crypto Time Series with Wavelets | Real-world Data Project
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My goal with this walk-through is to showcase what data science projects look like in the “real world”. While this is a simple use case, the data and problem are from reality (as opposed to a classroom).
More on Time Series Analysis:
Blog: https://medium.datadriveninvestor.com...
GitHub repo: https://github.com/ShawhinT/YouTube-B...
Resources:
Wavelet Transform: • The Wavelet Transform | Introduction & Exa...
Fourier Transform: • Time Series, Signals, & the Fourier Transf...
Overview - 0:00
Background - 1:19
Initial Thoughts - 2:45
Baseline Solution: Moving Average - 4:29
Solution 1: Polynomial Fit - 6:58
Solution 2: Fourier Transform- 8:57
Solution 3: Wavelet Decomposition - 10:28
The Power of Data Science - 11:38