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
Provision a LAMP Server in the AWS GovCloud Region
This is my notes for provisioning a LAMP server in the Amazon Web Services (AWS) GovCloud region using Amazon’s Linux AMI. I had to set up a LAMP server and secured it with HTTPS. These notes outlined my installation process during the week of 12 March 2018. My goal for this document is to list… 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
Simple 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
Simple Classification Model for Text Messages with Python
Methodology Credit: Re-produced and adapted from a tutorial made available by Evgeny Volkov, SMS Spam Detection with Various Classifiers. Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. Data Set Description: https://www.kaggle.com/uciml/sms-spam-collection-dataset Original Reference: http://www.dt.fee.unicamp.br/~tiago/smsspamcollection/ Modeling Approach: binary classification The SMS Spam Collection is a set of SMS… Read More
Simple Classification Model for Text Messages with R
Methodology Credit: Re-produced and adapted from a tutorial made available by Anish Singh Walia, Text Message Classification. Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. Data Set Description: https://www.kaggle.com/uciml/sms-spam-collection-dataset Original Reference: http://www.dt.fee.unicamp.br/~tiago/smsspamcollection/ Modeling Approach: binary classification The SMS Spam Collection is a set of SMS tagged messages… Read More
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