TensorFlow Deep Learning Templates v8 for Classification and Regression

As I work on practicing and solving machine learning (ML) problems, I repeatedly find myself duplicating a 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 modeling classification and regression problems using Python and… Read More

AutoKeras Deep Learning Templates v2 for Classification and Regression

As I work on practicing and solving machine learning (ML) problems, I repeatedly find myself duplicating a set of steps and activities. Thanks to Dr. Jason Brownlee’s suggestions on creating a machine learning template, I have pulled together a set of project templates that I use to experiment with modeling ML problems using Python and… Read More

Time Series Model Template Using Exponential Smoothing Version 1

As I work on practicing and solving machine learning (ML) problems, I find myself repeating a set of steps and activities repeatedly. The purpose of this modeling exercise is to construct an end-to-end template for solving machine learning problems. This Python script will adapt Dr. Jason Brownlee’s blog post on this topic and build a… Read More

Regression Modeling Template Using Python and AutoKeras Version 1

As I work on practicing and solving machine learning (ML) problems, I find myself repeating a set of steps and activities repeatedly. The purpose of this modeling exercise is to construct an end-to-end template for solving machine learning problems. This Python script will adapt Dr. Jason Brownlee’s blog post on this topic and build a… Read More

Multi-Class Modeling Template Using Python and AutoKeras Version 1

As I work on practicing and solving machine learning (ML) problems, I find myself repeating a set of steps and activities repeatedly. The purpose of this modeling exercise is to construct an end-to-end template for solving machine learning problems. This Python script will adapt Dr. Jason Brownlee’s blog post on this topic and build a… Read More

Binary Classification Modeling Template Using Python and AutoKeras Version 1

As I work on practicing and solving machine learning (ML) problems, I find myself repeating a set of steps and activities repeatedly. The purpose of this modeling exercise is to construct an end-to-end template for solving machine learning problems. This Python script will adapt Dr. Jason Brownlee’s blog post on this topic and build a… Read More

Updated Scikit-Learn Machine Learning Templates v15 for Python

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 set of project templates that I use to experiment with modeling ML problems using Python and… Read More

Deep Learning Template for Multi-Label Model Using TensorFlow Version 1

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. Version 1 of the script will replicate Dr. Jason Brownlee’s blog post on this topic with some modifications. The desired output is to build a robust template for modeling future similar problems. You will find the Python time series… Read More