Questions tagged [backtest]

2 questions
0
votes
0 answers

Is this a valid cross validation approach to choose hyperparameters and get a good estimate of model performace?

I am using lightGBM on time series data. I first split my data set into 10% folds. The last fold is used as a test set. For each choice of hyperparameters I first use 6 folds to train, then predict on the 7th. I then use 7 folds to train, 8 to…
0
votes
0 answers

Shadow deployment vs batch prediction on log?

In shadow deployment we 1) deploy a new model in parallel with the existing one; 2) route every incoming request to both the existing and candidate model; 3) serve the existing model's predictions for users but only log the candidate's for…
Lerner Zhang
  • 496
  • 3
  • 10