NVIDIA RAPIDS NEWS DETAIL

This product is a networking product designed for enterprise networks.

This product is a networking product designed for enterprise and data center networking.

DoubleML is a networking product designed for enterprise networks.

RAPIDS GPU and AI cuML is a networking product designed for enterprise and data center networking.

RAPIDS is a networking product designed for enterprise and data center networking.

This product is a networking product designed for enterprise and data center networking.

scikit-learn is a networking product designed for enterprise and data center networking.

A/B is a networking product designed for enterprise and data center networking.

This product is a networking product designed for enterprise networks.

XGBoost is a networking product designed for enterprise and data center networking.

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CPU is a networking product designed for enterprise and data center networking.

DoubleML is a networking product designed for enterprise and data center networking.

import doubleml as dml from doubleml.datasets import make_plr_CCDDHNR2018 from sklearn.ensemble import RandomForestRegressor from sklearn.base import clone import cuml   NROWS = [10000, 100000, 1000000, 10000000] USE_GPU = True   for N in NROWS:     data = make_plr_CCDDHNR2018(alpha=0.5, n_obs=N, dim_x=100, return_type="DataFrame").astype("float32")     obj_dml_data = dml.DoubleMLData(data, "y", "d")       if USE_GPU == "cuml":   learner = cuml.ensemble.RandomForestRegressor(n_estimators=200, max_features=100, max_depth=10, min_samples_leaf=2)     else: # standard scikit-learn   learner = RandomForestRegressor(n_estimators=200, max_features=100, max_depth=10, min_samples_leaf=2, n_jobs=-1)       ml_l = clone(learner)     ml_m = clone(learner)     dml_plr_obj = dml.DoubleMLPLR(obj_dml_data, ml_l, ml_m).fit()

CPU is a networking product designed for enterprise and data center networking.

scikit-learn is a networking product designed for enterprise and data center networking.

Product Information 

This product is a networking product designed for enterprise networks.

CPU is a networking product designed for enterprise networks.

RAPIDS is a networking product designed for enterprise and data center networking.