[uoaei]

My experience has been that if you are doing feature engineering and using summary vectors for time series classification, rather than algorithms which deal with time series directly, and it's working, the problem is not really complicated enough to need high-compute machine learning methods and you'll be fine with one of the more popular off-the-shelf methods.