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 set of project templates that can be used to support regression ML problems using Python and… Read More
Multi-Class Classification Model for Faulty Steel Plates Using R
Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. Dataset Used: Faulty Steel Plates Dataset ML Model: Multi-Class classification with numerical attributes Dataset Reference: http://archive.ics.uci.edu/ml/datasets/steel+plates+faults One potential source of performance benchmarks: https://www.kaggle.com/uciml/faulty-steel-plates INTRODUCTION: This dataset comes from research by Semeion, Research Center of Sciences of Communication. The original… Read More
Classification Model for Faulty Steel Plates Using Python
Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. Dataset Used: Faulty Steel Plates Dataset ML Model: Multi-Class classification with numerical attributes Dataset Reference: http://archive.ics.uci.edu/ml/datasets/steel+plates+faults One potential source of performance benchmarks: https://www.kaggle.com/uciml/faulty-steel-plates INTRODUCTION: This dataset comes from research by Semeion, Research Center of Sciences of Communication. The original… Read More
Binary Classification Model for Edible Mushrooms Using Python
Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. Dataset Used: Mushroom Data Set Dataset ML Model: Binary classification with categorical attributes Dataset Reference: https://archive.ics.uci.edu/ml/datasets/Mushroom One potential source of performance benchmarks: https://www.kaggle.com/uciml/mushroom-classification INTRODUCTION: This data set includes descriptions of hypothetical samples corresponding to 23 species of gilled mushrooms… Read More
Binary Classification Model for Edible Mushrooms Using R
Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. Dataset Used: Mushroom Data Set Dataset ML Model: Binary classification with categorical attributes Dataset Reference: https://archive.ics.uci.edu/ml/datasets/Mushroom One potential source of performance benchmarks: https://www.kaggle.com/uciml/mushroom-classification INTRODUCTION: This data set includes descriptions of hypothetical samples corresponding to 23 species of gilled mushrooms… Read More
Regression Model for Bike Sharing Using Python – Take 3
Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. Dataset Used: Bike Sharing Dataset Dataset ML Model: Regression with numerical attributes Dataset Reference: https://archive.ics.uci.edu/ml/datasets/Bike+Sharing+Dataset For performance benchmarks, please consult: https://www.kaggle.com/contactprad/bike-share-daily-data INTRODUCTION: Using the data generated by a bike sharing system, this project attempts to predict the daily demand… Read More
Regression Model for Bike Sharing Using Python – Take 2
Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. Dataset Used: Bike Sharing Dataset Dataset ML Model: Regression with numerical attributes Dataset Reference: https://archive.ics.uci.edu/ml/datasets/Bike+Sharing+Dataset For performance benchmarks, please consult: https://www.kaggle.com/contactprad/bike-share-daily-data INTRODUCTION: Using the data generated by a bike sharing system, this project attempts to predict the daily demand… Read More
Regression Model for Bike Sharing Using Python – Take 1
Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. Dataset Used: Bike Sharing Dataset Dataset ML Model: Regression with numerical attributes Dataset Reference: https://archive.ics.uci.edu/ml/datasets/Bike+Sharing+Dataset For available performance benchmarks, please consult: https://www.kaggle.com/contactprad/bike-share-daily-data INTRODUCTION: Using the data generated by a bike sharing system, this project attempts to predict the daily… Read More
Regression Model for Bike Sharing Using R – Take 3
Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. Dataset Used: Bike Sharing Dataset Dataset ML Model: Regression with numerical attributes Dataset Reference: https://archive.ics.uci.edu/ml/datasets/Bike+Sharing+Dataset For performance benchmarks, please consult: https://www.kaggle.com/contactprad/bike-share-daily-data INTRODUCTION: Using the data generated by a bike sharing system, this project attempts to predict the daily demand… Read More
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