Abstract: The integration of AutoML and ensemble techniques plays a pivotal role in enhancing demand forecasting by automating essential processes such as model selection, data cleaning, and ...
print("Warning: Non-positive target values found. Adjusting them for log transformation.") y = y.apply(lambda x: x if x > 0 else 1) # Replace non-positive with 1 to allow log(1)=0 X_train, X_test, ...
What does the most beautiful business model of all time look like? First, imagine that your supply is free. Second, imagine that your customers willfully compete against each other to raise your ...
Abstract: Automated feature engineering (FE) has gained considerable attention in academia and industry. Nevertheless, existing systems often lack practical scalability and efficiency. This article ...
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