Multi-Class Image Classification Model for 7000 Labeled Pokémon 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 7000 Labeled Pokémon dataset is a multi-class classification situation where we attempt to predict… Read More

Multi-Class Image Classification Model for Vegetable Image Dataset Using TensorFlow Take 4

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 Vegetable Image Dataset is a multi-class classification situation where we attempt to predict one… Read More

Multi-Class Image Classification Model for Vegetable Image Dataset Using TensorFlow Take 3

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 Vegetable Image Dataset is a multi-class classification situation where we attempt to predict one… Read More

Univariate Time Series LSTM Modeling Template Using TensorFlow 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 can be used to support time series analysis using the TensorFlow framework and… Read More

Multi-Class Image Classification Model for Vegetable Image Dataset Using TensorFlow Take 2

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 Vegetable Image Dataset is a multi-class classification situation where we attempt to predict one… Read More

Multi-Class Image Classification Model for Vegetable Image Dataset 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 Vegetable Image Dataset is a multi-class classification situation where we attempt to predict one… Read More

Multi-Class Model for Kaggle Tabular Playground Series 2021 December Using AutoKeras

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 December 2021 dataset is a multi-class modeling situation where we are trying… Read More

Binary-Class Model for Kaggle Tabular Playground Series 2021 November Using AutoKeras

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 November 2021 dataset is a binary classification situation where we are trying to… Read More

Univariate Time Series CNN Modeling Template Using TensorFlow 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 can be used to support time series analysis using the TensorFlow framework and… Read More

Binary-Class Model for Kaggle Tabular Playground Series 2021 October Using AutoKeras

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