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Gradient boosting and XGBoost #Shorts

Bagging vs Boosting: Variance vs Bias

Everyone talks about LLMs, but traditional machine learning is still winning in many real-world applications. Random Forest, XGBoost, and Gradient Boosted Trees often outperform LLMs for tabular data tasks like customer churn prediction, fraud detection, loan default prediction, and insurance risk analysis. Understanding when to use machine learning instead of an LLM is what separates AI engineers from people chasing hype. Machine Learning, LLM, Random Forest, XGBoost, AI Engineer #techtok #Mach

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