Binary Classification Model for Bank Marketing Using Python, Take 3

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery (http://machinelearningmastery.com/) Dataset Used: Bank Marketing Dataset Dataset ML Model: Binary classification with numerical and categorical attributes Dataset Reference: http://archive.ics.uci.edu/ml/datasets/bank+marketing One source of potential performance benchmarks: https://www.kaggle.com/rouseguy/bankbalanced INTRODUCTION: The Bank Marketing dataset involves predicting the whether the bank clients will… Read More

Binary Classification Model for Bank Marketing Using R, Take 2

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery (http://machinelearningmastery.com/) Dataset Used: Bank Marketing Data Set Data Set ML Model: Binary classification with numerical and categorical attributes Dataset Reference: http://archive.ics.uci.edu/ml/datasets/bank+marketing One source of potential performance benchmarks: https://www.kaggle.com/rouseguy/bankbalanced INTRODUCTION: The Bank Marketing dataset involves predicting the whether the bank… Read More

Simple Classification Model for Diabetes Prediction Using R

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. For more information on this case study project, please consult Dr. Brownlee’s blog post at https://machinelearningmastery.com/standard-machine-learning-datasets/. Dataset Used: Pima Indians Diabetes Database Data Set ML Model: Classification with numerical attributes Dataset Reference: https://www.kaggle.com/uciml/pima-indians-diabetes-database For more information on performance benchmarks,… Read More

Simple Classification Model for Glass Type Using R

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. https://machinelearningmastery.com/standard-machine-learning-datasets/. Dataset Used: Glass Identification Data Set Data Set ML Model: Classification with real number attributes Dataset Reference: https://archive.ics.uci.edu/ml/datasets/Glass+Identification For more information on this case study project and performance benchmarks, please consult: https://www.kaggle.com/uciml/glass The glass identification dataset involves predicting… Read More

Simple Regression Model for Predicting Abalone Age Using R

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. For more information on this case study project, please consult Dr. Brownlee’s blog post at https://machinelearningmastery.com/standard-machine-learning-datasets/. Dataset Used: Abalone Data Set Data Set ML Model: Regression with Categorical, Integer, Real attributes Dataset Reference: http://archive.ics.uci.edu/ml/datasets/Abalone The Abalone Dataset involves predicting… Read More

Ensemble Classification Model for the Sonar Dataset with R

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. For more information on this case study project, please consult Dr. Brownlee’s blog post at https://machinelearningmastery.com/standard-machine-learning-datasets/. Dataset Used: Connectionist Bench (Sonar, Mines vs. Rocks) Data Set ML Model: Classification, numeric inputs Dataset Reference: https://archive.ics.uci.edu/ml/datasets/Connectionist+Bench+%28Sonar%2C+Mines+vs.+Rocks%29 The Sonar Dataset involves the… Read More