Multi-Class Tabular Classification Model for Avila Bible Identification Using Python and TensorFlow

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 Avila Bible Identification dataset is a multi-class modeling situation where we attempt to predict one of… Read More

Univariate Time Series Model for Water Utility Consumers Using TensorFlow

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: The project aims to construct a time series prediction model and document the end-to-end steps using a template. The Water Utility Consumers dataset is a univariate time series situation where we attempt to forecast future outcomes based on… Read More

Binary-Class Tabular Classification Model for Raisin Grains Identification Using Python and TensorFlow

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 Raisin Grains Identification dataset is a binary-class modeling situation where we attempt to predict one of… Read More

Univariate Time Series Modeling Template Using TensorFlow Version 1

As I work on practicing and solving machine learning (ML) problems, I repeatedly re-use a programming set of steps and activities. 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 TensorFlow framework and Python.… Read More

Binary-Class Tabular Classification Model for Rice Cammeo Osmancik Identification Using Python and TensorFlow

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 Rice Cammeo Osmancik Identification dataset is a binary-class modeling situation where we attempt to predict one… Read More

Univariate Time Series Model for Monthly Rainfall Coppermine Using TensorFlow

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: The project aims to construct a time series prediction model and document the end-to-end steps using a template. The Monthly Rainfall Coppermine dataset is a univariate time series situation where we attempt to forecast future outcomes based on… Read More

Multi-Class Tabular Classification Model for Durum Wheat Identification Using Python and TensorFlow

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 Durum Wheat Identification dataset is a multi-class modeling situation where we attempt to predict one of… Read More

Univariate Time Series Model for Annual Immigration into USA Using TensorFlow

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: The project aims to construct a time series prediction model and document the end-to-end steps using a template. The Annual Immigration into USA dataset is a univariate time series situation where we attempt to forecast future outcomes based… Read More

Multi-Class Image Classification Model for Fruits and Vegetables Image Recognition Using TensorFlow Take 6

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 Fruits and Vegetables Image Recognition is a multi-class classification situation where we attempt to… Read More

Multi-Class Image Classification Model for Fruits and Vegetables Image Recognition Using TensorFlow Take 5

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 Fruits and Vegetables Image Recognition is a multi-class classification situation where we attempt to… Read More