Comparison of ML in Julia (MLJ) and in Python (Scikit-learn)

juliatestml.jl

using DataFrames, Tables, CSV
using MLJ, MLJLinearModels, MLJBase
using Random: seed!

seed!(42);

train_df = CSV.File("train.csv"; threaded=true) |> DataFrame;
X_train = Matrix(train_df[!, names(train_df) .!== "Class"])
y_train = categorical(train_df.Class)

classifier = LogisticClassifier(lambda=10.0, gamma=0.0, penalty=:l2, fit_intercept=true, solver=LBFGS())
mach = machine(classifier, X_train, y_train)
    
@time fit!(mach, force=true)

cv = StratifiedCV(nfolds=10, shuffle=false)
@time evaluate!(mach, resampling=cv, measure=[LogLoss()])

pythontestml.py

import pandas as pd
import time

from sklearn.linear_model import LogisticRegression
from sklearn.model_selection import StratifiedKFold, cross_val_score, cross_val_predict
import warnings
warnings.filterwarnings("ignore")


train_df = pd.read_csv('train.csv')
X_train = train_df.drop('Class', axis=1).values
y_train = train_df['Class'].values

classifier = LogisticRegression(C=0.1, penalty="l2", fit_intercept=True, solver='lbfgs')
start_time: float = time.time()
classifier.fit(X_train, y_train)
elapsed_time: float = time.time() - start_time
print(f"Training took {elapsed_time} seconds")

skf = StratifiedKFold(n_splits=10, shuffle=False)
start_time: float = time.time()
training_score = cross_val_score(classifier, X_train, y_train, cv=skf)
elapsed_time: float = time.time() - start_time
print(f"Scoring took {elapsed_time} seconds")

train.csv

Time,V1,V2,V3,V4,V5,V6,V7,V8,V9,V10,V11,V12,V13,V14,V15,V16,V17,V18,V19,V20,V21,V22,V23,V24,V25,V26,V27,V28,Amount,Class
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