Mena Wang, Author at Towards Data Science https://towardsdatascience.com Publish AI, ML & data-science insights to a global community of data professionals. Mon, 07 Jul 2025 19:49:27 +0000 en-US hourly 1 https://wordpress.org/?v=6.8.1 https://towardsdatascience.com/wp-content/uploads/2025/02/cropped-Favicon-32x32.png Mena Wang, Author at Towards Data Science https://towardsdatascience.com 32 32 Build Algorithm-Agnostic ML Pipelines in a Breeze https://towardsdatascience.com/build-algorithm-agnostic-ml-pipelines-in-a-breeze/ Mon, 07 Jul 2025 19:49:04 +0000 https://towardsdatascience.com/?p=606509 The framework is now an open-source Python package for streamlined ML workflows

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]]> Explainable Generic ML Pipeline with MLflow https://towardsdatascience.com/explainable-generic-ml-pipeline-with-mlflow-2494ca1b3f96/ Tue, 26 Nov 2024 17:47:56 +0000 https://towardsdatascience.com/explainable-generic-ml-pipeline-with-mlflow-2494ca1b3f96/ An end-to-end demo to wrap a pre-processor and explainer into an algorithm-agnostic ML pipeline with mlflow.pyfunc

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]]> Algorithm-Agnostic Model Building with MLflow https://towardsdatascience.com/algorithm-agnostic-model-building-with-mlflow-b106a5a29535/ Sat, 10 Aug 2024 15:53:29 +0000 https://towardsdatascience.com/algorithm-agnostic-model-building-with-mlflow-b106a5a29535/ A beginner-friendly step-by-step guide to creating generic ML pipelines using mlflow.pyfunc

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