Regression Machine Learning Template Using Python

As I work on practicing and solving machine learning (ML) problems, I find myself repeating a set of steps and activities repeatedly. Thanks to Dr. Jason Brownlee’s suggestions on creating a machine learning template, I have pulled together a project template that can be used to support regression ML problems using Python. The purpose of… Read More

Simple Classification Model for Bank Marketing Using Python

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

Multi-Class Machine Learning Template Using Python

As I work on practicing and solving machine learning (ML) problems, I find myself repeating a set of steps and activities repeatedly. Thanks to Dr. Jason Brownlee’s suggestions on creating a machine learning template, I have pulled together a project template that can be used to support multi-class ML problems using Python. The purpose of… Read More

Binary Classification Machine Learning Template Using Python

As I work on practicing and solving machine learning (ML) problems, I find myself repeating a set of steps and activities repeatedly. Thanks to Dr. Jason Brownlee’s suggestions on creating a machine learning template, I have pulled together a project template that can be used to support binary classification ML problems using Python. The purpose… Read More

Simple Classification Model for Bank Marketing Using R

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