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 modeling ML problems using R. Version… Read More
Web Scraping of O’Reilly Velocity Conference 2019 San Jose Using R
SUMMARY: The purpose of this project is to practice web scraping by extracting specific pieces of information from a website. The web scraping R code leverages the rvest package. INTRODUCTION: The Velocity Conference covers the full range of skills, approaches, and technologies for building and managing large-scale, cloud-native systems. This web scraping script will automatically… Read More
Python Deep Learning Template v1 for Binary Classification
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 modeling binary classification problems using Python and the… Read More
Time Series Model for Minimum Weekly Temperatures Using Python
Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: The purpose of this project is to construct a time series prediction model and document the end-to-end steps using a template. The Minimum Daily Temperatures dataset is a time series situation where we are trying to forecast future… Read More
Multi-Class Classification Model for Sensorless Drive Diagnosis Using R Take 2
Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: The purpose of this project is to construct a predictive model using various machine learning algorithms and to document the end-to-end steps using a template. The Sensorless Drive Diagnosis is a multi-class classification situation where we are trying… Read More
Web Scraping of O’Reilly Velocity Conference 2019 San Jose Using Python
SUMMARY: The purpose of this project is to practice web scraping by extracting specific pieces of information from a website. The web scraping Python code leverages the BeautifulSoup module. INTRODUCTION: The Velocity Conference covers the full range of skills, approaches, and technologies for building and managing large-scale, cloud-native systems. This web scraping script will automatically… Read More
Multi-Class Classification Model for Sensorless Drive Diagnosis Using Python Take 2
Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: The purpose of this project is to construct a predictive model using various machine learning algorithms and to document the end-to-end steps using a template. The Sensorless Drive Diagnosis is a multi-class classification situation where we are trying… Read More
Time Series Model for Woollen Yarn Production Using Python
Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: The purpose of this project is to construct a time series prediction model and document the end-to-end steps using a template. The Woollen Yarn Production dataset is a time series situation where we are trying to forecast future… Read More
Multi-Class Classification Model for Sensorless Drive Diagnosis Using R Take 1
Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: The purpose of this project is to construct a predictive model using various machine learning algorithms and to document the end-to-end steps using a template. The Sensorless Drive Diagnosis is a multi-class classification situation where we are trying… Read More
Web Scraping of O’Reilly Software Architecture Conference 2019 San Jose Using R
SUMMARY: The purpose of this project is to practice web scraping by extracting specific pieces of information from a website. The web scraping R code leverages the rvest package. INTRODUCTION: The Software Architecture Conference covers the full range of topics in the software architecture discipline. Those topics include leadership and business skills, product management, and… Read More
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