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Why do employees leave? This project first compares the predictive performance of three different models, then uses the best model to help reveal the top contributing factors.

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gini-importance machine-learning shapley-values xgboost-model confusion-matrix partial-dependence-plots permutation-importances logisitic-regression random-forest one-hot-encoding

ibm-attrition's Introduction

Welcome!

๐Ÿ’ผ: About Me :

Data Scientist living in the great PNW.

  • ๐Ÿ’ป Technologies: Python | SQL & Databases | Flask | Heroku | TensorFlow | Keras | Tableau | Docker

  • ๐Ÿ›  Skills: Exploratory Data Analysis | Data Visualization | Linear & Multivariate Regression | Statistical Analysis | Decision Trees & Random Forests | Data Pipelines | Unit Testing | Word Embeddings & Vectorization | Machine Learning | Natural Language Processing | Neural Networks | Deep Learning

  • ๐Ÿ”ญ: To paraphrase Michelangelo, I see the insight in the data and wrangle it until I set it free.

  • ๐ŸŒฑ Inspired by the power of Data Science and Machine Learning to inform decisions in both the public and private sectors.

  • ๐ŸŽท: In my free time, I'm likely playing saxophone or piano or going for a hike and beers after with my lovely wife.

  • ๐Ÿ“ซHow to reach me: [email protected]

๐Ÿงฐ Languages and Tools:

Python Javascript css SQL docker html flask jupyter VS Code Pytest Numpy Acaconda Heroku TensorFlow TwitterAPI sqlite sqlalchemy slack Postgresql GitHub MongoDB Pandas


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