Sarah Zouinina, PhDFeature Selection Techniques: How to Choose the Right Features for Your ModelYou’ve cleaned your data, engineered some fancy new features, and automated hyperparameter tuning like a pro. But there’s still one crucial…Nov 11
Thiago Rayam Souza SantosUtilizing SHAP Values with LGBMIf you are here, you likely recognize the importance of explaining how your machine learning model works. For example, if you’re developing…Jan 142
Sarah Zouinina, PhDHyperparameter Tuning with Automation: Unlocking Peak PerformanceIn my last posts, we covered LightGBM tuning and the critical steps of data cleaning and feature engineering. Now, let’s take it a step…Nov 4Nov 4
Kishan AXGBoost vs. CatBoost vs. LightGBM: A Guide to Boosting AlgorithmsBoosting algorithms are among the most powerful tools in machine learning for enhancing predictive performance. Among the most popular…Sep 18Sep 18
Kishan AWhy LightGBM is the Go-To Choice for Data ScientistsIn the realm of machine learning, particularly for structured/tabular data, LightGBM (Light Gradient Boosting Machine) has emerged as a…Sep 9Sep 9
Sarah Zouinina, PhDFeature Selection Techniques: How to Choose the Right Features for Your ModelYou’ve cleaned your data, engineered some fancy new features, and automated hyperparameter tuning like a pro. But there’s still one crucial…Nov 11
Thiago Rayam Souza SantosUtilizing SHAP Values with LGBMIf you are here, you likely recognize the importance of explaining how your machine learning model works. For example, if you’re developing…Jan 142
Sarah Zouinina, PhDHyperparameter Tuning with Automation: Unlocking Peak PerformanceIn my last posts, we covered LightGBM tuning and the critical steps of data cleaning and feature engineering. Now, let’s take it a step…Nov 4
Kishan AXGBoost vs. CatBoost vs. LightGBM: A Guide to Boosting AlgorithmsBoosting algorithms are among the most powerful tools in machine learning for enhancing predictive performance. Among the most popular…Sep 18
Kishan AWhy LightGBM is the Go-To Choice for Data ScientistsIn the realm of machine learning, particularly for structured/tabular data, LightGBM (Light Gradient Boosting Machine) has emerged as a…Sep 9
Amit Kumar SinghUnderstanding Hyperparameters in Decision Trees: XGBoost and LightGBMDecision trees are foundational to many machine learning algorithms, providing powerful and interpretable models. Among the most popular…May 29
Kevin AkbariEnhancing Gradient Boosting: An In-Depth Look at DART BoostingDART (Dropouts meet Multiple Additive Regression Trees) is an enhancement of the Gradient Boosting Decision Tree (GBDT) algorithm. It…May 28
