Regression Model for Kaggle Tabular Playground Series 2021 August 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 August 2021 dataset is a regression modeling where we are trying to… Read More

Multi-Class Model for Kaggle Tabular Playground Series 2021 June 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 June 2021 dataset is a multi-class modeling situation where we attempt to predict… Read More

Multi-Class Model for Kaggle Tabular Playground Series 2021 May 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 May 2021 dataset is a multi-class modeling situation where we attempt to predict… Read More

Binary Classification Model for Kaggle Tabular Playground Series 2021 March 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 Mar 2021 dataset is a binary classification situation where we attempt to predict… Read More

Tabular Data Analytics Project Templates Using Python and AutoKeras Version 3

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 the AutoKeras… Read More

Multi-Label Tabular Data Classification Analytics Project Template Using TensorFlow Version 2

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 multi-label classification problems using Python and the… Read More

Multi-Class Image Classification Analytics Project Template Using TensorFlow Version 2

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 image classification problems using Python and the… Read More

Binary Class Image Classification Analytics Project Template Using TensorFlow Version 2

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 image classification problems using Python and the… Read More

Tabular Data Analytics Project Templates Using Python and TensorFlow Version 9

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 the TensorFlow… Read More

Image Object Detection Model for Random Sample Images Using TensorFlow Take 6

Template Credit: Adapted from an Object Detection tutorial on TensorFlow.org. Additional Notes: I adapted this workflow from the TensorFlow Object Detection tutorial on TensorFlow.org. I plan to build a script for building future projects using object detection models. SUMMARY: This project aims to construct an object detection model using the TensorFlow-based neural network and document… Read More