I don't like such brute-force approach. Even if you have low cost of computing the number of possible combinations of hyperparameters is huge! Google Cloud AutoML Tables solution cost is 20 USD per 1 hour of computing (I guess that's because of inefficient Neural Architecture Search algorithm). Running few ML experiment can easily end with huge bill.