qalis t1_j6xkna5 wrote on February 2, 2023 at 4:38 PM

If you are tuning hyperparams for RF for 21 hours, you are doing something wrong. RFs often do not require any tuning at all! Additionally, are you using all available cores? Are you using some better HPO algorithm like TPE in Optima or Hyperopt?

Emergency-Dig-5262 OP t1_j6xx6w6 wrote on February 2, 2023 at 5:55 PM

I am using GridSearchCV. I don't know Hyperopt or TPE, but I will definitely do some research about them. Thank you!

Good call on the cores. That's the next thing I will check out!