Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: This project aims to construct a predictive model using a TensorFlow convolutional neural network (CNN) and document the end-to-end steps using a template. The Meat Quality Assessment dataset is a binary classification situation where we attempt to predict… Read More

# Binary Class Image Classification Deep Learning Model for Meat Quality Assessment Using TensorFlow Take 1

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: This project aims to construct a predictive model using a TensorFlow convolutional neural network (CNN) and document the end-to-end steps using a template. The Meat Quality Assessment dataset is a binary classification situation where we attempt to predict… Read More

# Web Scraping of NeurIPS Conference Proceedings 2020 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 Analytics Project Template Using Python and TensorFlow Decision Forests Version 1

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 I use to experiment with modeling ML problems using Python and TensorFlow Decision… Read More

# Binary Classification Analytics Project Template Using Python and TensorFlow Decision Forests Version 1

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 I use to experiment with modeling ML problems using Python and TensorFlow Decision… Read More

# Regression Analytics Project Template Using Python and TensorFlow Decision Forests Version 1

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 I use to experiment with modeling ML problems using Python and TensorFlow Decision… Read More

# Regression Model for Kaggle Tabular Playground Series 2021 January Using TensorFlow Decision Forests

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: The project aims to construct a predictive model using various machine learning algorithms and document the end-to-end steps using a template. The Kaggle Tabular Playground Series January 2021 dataset is a regression situation where we are trying to… Read More

# Regression Model for Kaggle Tabular Playground Series 2021 February Using TensorFlow Decision Forests

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: The project aims to construct a predictive model using various machine learning algorithms and document the end-to-end steps using a template. The Kaggle Tabular Playground Series Aug 2021 dataset is a regression situation where we are trying to… Read More

# Binary Classification Model for Kaggle Tabular Playground Series 2021 October Using TensorFlow

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: This project aims to construct a predictive model using various machine learning algorithms and document the end-to-end steps using a template. The Kaggle Tabular Playground October 2021 dataset is a binary classification situation where we attempt to predict… Read More

# Binary Classification Model for Kaggle Tabular Playground Series 2021 October Using Decision Forests

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: This project aims to construct a predictive model using various machine learning algorithms and document the end-to-end steps using a template. The Kaggle Tabular Playground October 2021 dataset is a binary classification situation where we attempt to predict… Read More

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