Template Credit: Adapted from 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 prediction… Read More
Simple Regression Ensemble Model for Boston Housing with Python
Credit: Template and study cases were adapted from blog posts 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/regression-machine-learning-tutorial-weka/. Dataset Used: Housing Values in Suburbs of Boston ML Model: Regression, numeric inputs Dataset Reference: https://archive.ics.uci.edu/ml/datasets/Housing The purpose of… Read More
Simple Regression Baseline Model for Boston Housing Price with Python
Credit: Template and study cases were adapted from blog posts 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/regression-machine-learning-tutorial-weka/. Dataset Used: Housing Values in Suburbs of Boston ML Model: Regression, numeric inputs Dataset Reference: https://archive.ics.uci.edu/ml/datasets/Housing The purpose of… Read More
Simple Classification of Titanic Dataset, Take 3
Methodology Credit: Adapted from a tutorial made available by Trevor Stephens, Titanic: Getting Started With R. Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery (http://machinelearningmastery.com/). Data Set Description: https://www.kaggle.com/c/titanic/data Benchmark References: https://www.kaggle.com/c/titanic/data For the take #3 version of the project, we will add the fourth and fifth… Read More
Simple Classification of Titanic Dataset, Take 2
Methodology Credit: Adapted from a tutorial made available by Trevor Stephens, Titanic: Getting Started With R. Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery (http://machinelearningmastery.com/). Data Set Description: https://www.kaggle.com/c/titanic/data Benchmark References: https://www.kaggle.com/c/titanic/data For the take #2 version of the project, we will add the fourth and fifth… Read More
Simple Classification of Titanic Dataset, Take 1
Methodology Credit: Adapted from a tutorial made available by Trevor Stephens, Titanic: Getting Started With R. Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery (http://machinelearningmastery.com/). Data Set Description: https://www.kaggle.com/c/titanic/data Benchmark References: https://www.kaggle.com/c/titanic/data For the take #1 version of the project, I have done a few iterations of… Read More
Simple Binary Classification for Breast Cancer with Ensemble Models
Template Credit: Adapted from template made available by Dr. Jason Brownlee of Machine Learning Mastery. Data Set Description: https://archive.ics.uci.edu/ml/datasets/Breast+Cancer+Wisconsin+(Original) Benchmark References: https://www.kaggle.com/uciml/breast-cancer-wisconsin-data Modeling Approach: binary classification, converting categorical to numerical attributes Working through machine learning problems from end-to-end requires a structured modeling approach. Working problems through a project template can encourage you to think about… Read More
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