Adding TimeSeriesFeaturizer to ARIMA

[ParthivNaresh]

Fixes: #2992 #2960

Performance tests: https://alteryx.atlassian.net/wiki/spaces/PS/pages/1226148272/ARIMA+performance+with+TimeSeriesFeaturizer

[codecov]

Codecov Report

Merging #3313 (bce253e) into main (e45dc07) will increase coverage by 0.1%.
The diff coverage is 100.0%.

@@           Coverage Diff           @@
##            main   #3313     +/-   ##
=======================================
+ Coverage   99.6%   99.6%   +0.1%     
=======================================
  Files        329     329             
  Lines      32229   32229             
=======================================
+ Hits       32099   32100      +1     
+ Misses       130     129      -1     

Impacted Files	Coverage Δ
evalml/tests/pipeline_tests/test_pipeline_utils.py	99.7% <ø> (ø)
...omponents/estimators/regressors/arima_regressor.py	100.0% <100.0%> (ø)
evalml/pipelines/utils.py	99.5% <100.0%> (ø)
...ests/automl_tests/test_automl_search_regression.py	95.4% <100.0%> (+0.7%)	⬆️
...alml/tests/component_tests/test_arima_regressor.py	100.0% <100.0%> (ø)

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[jeremyliweishih]

🤌

[angela97lin]

Wow, very cool that there weren't too many lines that needed to be change and the performance clearly improves so much (at the expense of time)! Great job getting back to this and making it work for ARIMA @ParthivNaresh 😱

[chukarsten]

Looks good, Parthiv!

[bchen1116]

LGTM! Just left one nit on the release notes

[bchen1116]

Double tic marks here around TimeSeriesFeaturizer