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 prediction model using various machine learning algorithms and to document the end-to-end steps using a template. The Santander Bank Customer Transaction Prediction competition is a binary classification situation where… Read More
Binary Classification Model for Customer Transaction Prediction Using Python (Logistic Regression with Full Features)
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 prediction model using various machine learning algorithms and to document the end-to-end steps using a template. The Santander Bank Customer Transaction Prediction competition is a binary classification situation where… Read More
Kaggle Competition: Banco Santander Customer Transaction Prediction
If you are new to Python machine learning like me, you might find the current Kaggle competition “Santander Customer Transaction Prediction” interesting. The competition is essentially a binary classification problem with a decently large dataset (200 attributes and 200,000 rows of training data). I have not participated in Kaggle competition before and will use this… Read More
Updated Machine Learning Templates v8 for R
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 R. Version… Read More
Updated Machine Learning Templates v8 for Python
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. Version… Read More
Multi-Class Classification Model for Human Activities and Postural Transitions Using R Take 4
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 prediction model using various machine learning algorithms and to document the end-to-end steps using a template. The Human Activities and Postural Transitions dataset is a classic multi-class classification situation… Read More
Web Scraping of Quotes from Famous People using BeautifulSoup Take 1
SUMMARY: The purpose of this project is to practice web scraping by gathering specific pieces of information from a website. The web scraping code was written in Python and leveraged the BeautifulSoup module. INTRODUCTION: A demo website, created by Scrapinghub, lists quotes from famous people. It has many endpoints showing the quotes in different ways,… Read More
Multi-Class Classification Model for Human Activities and Postural Transitions Using Python Take 4
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 prediction model using various machine learning algorithms and to document the end-to-end steps using a template. The Human Activities and Postural Transitions dataset is a classic multi-class classification situation… Read More
Multi-Class Classification Model for Human Activities and Postural Transitions Using R Take 3
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 prediction model using various machine learning algorithms and to document the end-to-end steps using a template. The Human Activities and Postural Transitions dataset is a classic multi-class classification situation… Read More
Multi-Class Classification Model for Human Activities and Postural Transitions Using Python Take 3
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 prediction model using various machine learning algorithms and to document the end-to-end steps using a template. The Human Activities and Postural Transitions dataset is a classic multi-class classification situation… Read More
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