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Smoothing Crypto Time Series with Wavelets | Real-world Data Project

6.5K views· 180 likes· 13:04· Dec 15, 2022

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🤝 Want your team maximizing Claude? I run 1:1 and team AI workshops for companies doing $1M+ per year: https://aibuilder.academy/yt/-5c1KO-JF_s 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/smoothing-financial-time-series-with-wavelets-79645a44aa40?sk=1c2cc0d7b68f7187bea635eb94b4379c - GitHub repo: https://github.com/ShawhinT/YouTube-Blog/tree/main/smoothing_time_series_with_wavelets Resources: - Wavelet Transform: https://youtu.be/MX7ymkYGiZ0 - Fourier Transform: https://youtu.be/mj86XmfOniY 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

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