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Feature importance refers to a measure of how important each feature/variable is in a dataset to the target variable or the model performance. It can be used to understand the relationships between variables and can also be used for feature selection to optimize the performance of machine learning models.

License: MIT License

Python 100.00%
feature-importance lasso-regression permutation-importance principal-component-analysis spearman-rank-correlation

feature-importance-and-selection's Introduction

Hi ๐Ÿ‘‹, I'm Yu Hsin

โœจ A passionate Data Scientist

๐ŸŽ“ Data Science Graduate @ University of San Francisco

๐Ÿ’ผ Currently working as a Data Science intern @ Salk Institute

๐Ÿค– Machine Learning: Deep Learning, Regression, Decision Tree, Clustering, Gradient Boosting, XGBoost, Random Forest

โš’ MLOps: MLflow, Weights & Biases, DVC, Great Expectations, Metaflow, Airflow, Evidently, Streamlit

๐Ÿ“ซ How to reach me: You can message me on LinkedIn or by Email

Languages and Tools

Python Google Cloud Apache Airflow MongoDB MySQL Postgres NumPy Pandas Plotly PyTorch scikit-learn SciPy Docker


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