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 multi-class classification and regression problems using Python… Read More
Time Series Model for USA Housing Starts 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 USA Housing Starts dataset is a time series situation where we are trying to forecast future… Read More
Binary Classification Model for Breast Cancer Wisconsin (Original) 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 predictive model using various machine learning algorithms and to document the end-to-end steps using a template. The Breast Cancer Wisconsin dataset is a binary classification situation where we are… Read More
Time Series Modeling Project Template for Python Version 2
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 time series analysis using the ARIMA modeling and… Read More
Web Scraping of O’Reilly Artificial Intelligence 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 O’Reilly Artificial Intelligence (AI) Conference covers the full range of topics in leveraging the AI technologies for developing software applications and creating innovative solutions.… Read More
Python Deep Learning Template v1 for Regression
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 regression problems using Python and the Keras… Read More
Time Series Model for USA Housing Sales 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 USA Housing Sales dataset is a time series situation where we are trying to forecast future… Read More
Regression Deep Learning Model for the Boston Housing Price Using Keras
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 Boston Housing Dataset is a regression situation where we are trying to… Read More
Web Scraping of O’Reilly Artificial Intelligence 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 O’Reilly Artificial Intelligence (AI) Conference covers the full range of topics in leveraging the AI technologies for developing software applications and creating innovative solutions.… Read More
Python Deep Learning Template v1 for Multi-Class 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 multi-class classification problems using Python and the… Read More
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