Web Scraping of Machine Learning Mastery Blog Using Python and Selenium

SUMMARY: The purpose of this project is to practice web scraping by extracting specific pieces of information from a website. The Python web scraping code leverages the Selenium module. INTRODUCTION: Dr. Jason Brownlee’s Machine Learning Mastery hosts its tutorial lessons at https://machinelearningmastery.com/blog. The purpose of this exercise is to practice web scraping by gathering the… Read More

Binary Classification Deep Learning Model for Cats and Dogs Using Keras 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 predictive model using various machine learning algorithms and to document the end-to-end steps using a template. The “Cats and Dogs” dataset is a binary classification situation where we are… Read More

Time Series Model for Wisconsin Food Industry Employment 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 Wisconsin Food Industry Employment dataset is a time series situation where we are trying to forecast… Read More

Binary Classification Deep Learning Model for Cats and Dogs Using Keras 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 “Cats and Dogs” dataset is a binary classification situation where we are… Read More

Binary Classification Deep Learning Model for Cats and Dogs Using Keras 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 “Cats and Dogs” dataset is a binary classification situation where we are… Read More

Web Scraping of NeurIPS 2019 Conference Using Python and Selenium

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 Selenium module. INTRODUCTION: INTRODUCTION: The Conference on Neural Information Processing Systems (NeurIPS) covers a wide range of topics in neural information processing systems and research for the biological,… Read More

Multi-Class Deep Learning Model for CIFAR-10 Object Recognition Using Keras Take 8

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 CIFAR-10 dataset is a multi-class classification situation where we are trying to… Read More

Python Deep Learning Templates v5 for Classification and 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 classification and regression problems using Python and… Read More

Multi-Class Deep Learning Model for CIFAR-10 Object Recognition Using Keras Take 7

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 CIFAR-10 dataset is a multi-class classification situation where we are trying to… Read More