forecasting
58
motivation
Time Series Analysis
about
2024/2025 Schedule
who cares?
start here
1
the boring stuff you absolutely need to do
2
numpy, pandas, matplotlib
3
learn by example
4
AI policy
resampling
5
motivation
6
resampling
7
upsampling
8
interpolation
9
practice
10
FAQ
smoothing
11
motivation
12
sliding window
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not only averages
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practice
15
fit
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Savitzky–Golay
outliers and gaps
17
motivation
18
outlier identification
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robust analysis
20
sliding algorithms
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substituting outliers
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challenge
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challenge part 2
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filling missing values
stationarity
25
motivation
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random variables
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autoregressive processes
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autocorrelation
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stationarity
30
ACF and PACF graphs
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from AR to ARIMA
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practice
seasonality
33
motivation
34
seasonal decomposition from scratch
35
theory
36
widgets
time lags
37
motivation
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cross-correlation
39
dynamic time warping
40
time lags practice
frequency
41
motivation
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Fourier transform
43
DFT and FFT
44
sound & music
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frequencies
46
filtering
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convolution theorem
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practice 1
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practice 2
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practice 3
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filtering 1
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filtering 2
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filtering 3
rates of change
54
motivation
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Fourier-based derivatives
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LOESS-based derivatives
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does order matter?
forecasting
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motivation
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forecasting tutorial
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filling gaps
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ARIMA
assignments
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Evaluation
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assignment 1
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assignment 2
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assignment 3
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final project
technical stuff
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technical stuff
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datasets
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date formatting
70
sources
behind-the-scenes
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sliding window video
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savgol video
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API to download data from IMS
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remove consecutive values
75
outliers graphs
make your own website
forecasting
58
motivation
58
motivation
Code
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does order matter?
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forecasting tutorial