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 AWS re:Invent is a learning conference featuring keynote announcements, training and certification opportunities, a partner expo, and access to more than 2,500 technical sessions.… Read More
Multi-Class Deep Learning Model for CIFAR-10 Object Recognition Using Keras Take 6
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
Time Series Model for Water Utility Consumers 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 Water Utility Consumers dataset is a time series situation where we are trying to forecast future… Read More
Multi-Class Deep Learning Model for CIFAR-10 Object Recognition Using Keras Take 5
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
Multi-Class Deep Learning Model for CIFAR-10 Object Recognition Using Keras 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 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
Web Scraping of NeurIPS Conference 2019 Using Python and BeautifulSoup
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 Conference on Neural Information Processing Systems (NeurIPS) covers a wide range of topics in neural information processing systems and research for the biological, technological,… Read More
Multi-Class Deep Learning Model for CIFAR-10 Object Recognition 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 CIFAR-10 dataset is a multi-class classification situation where we are trying to… Read More
Time Series Modeling Project Template for Python Version 4
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
Multi-Class Deep Learning Model for CIFAR-10 Object Recognition 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 CIFAR-10 dataset is a multi-class classification situation where we are trying to… Read More
Multi-Class Deep Learning Model for CIFAR-10 Object Recognition 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 CIFAR-10 dataset is a multi-class classification situation where we are trying to… Read More
