Using ROCKET to categorize sensor time series data. The ROCKET algorithm is used to transform the sequence dataset, then Gradient Boosting Classifier will be used to predict the label.

00:00 Introduction
00:47 Time series classification: Definition & Application
02:55 The principle in solving classification problems
03:52 ROCKET algorithm
15:07 ROCKET algorithm for multivariate time series
18:27 Reference
18:53 Brief description about a Kaggle competition
21:04 Load libraries and data
26:13 Preprocessing
30:02 Visualize the data
32:48 Split the data
33:53 Apply ROCKET transformation
36:01 Apply Gradient Boosting Classifier
38:57 Prediction on the test data
41:03 Submit the prediction

Source code: https://github.com/stephanielees/time...

Thank you so much for watching!

#timeseries #classification #deeplearning #algorithm #timeseriesanalysis #datascience #python #kaggle #competition