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

March 30, 2022March 31, 2022 by David Lowe

Univariate Time Series Model for Iron Production in Australia 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 Iron Production in Australia dataset is a univariate time series situation where we attempt to forecast future outcomes based… Read More

March 23, 2022March 11, 2022 by David Lowe

Univariate Time Series Model for USA Air Passenger Miles 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 USA Air Passenger Miles dataset is a univariate time series situation where we attempt to forecast future outcomes based… Read More

March 16, 2022March 6, 2022 by David Lowe

Univariate Time Series Model for USA Housing Starts 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 USA Housing Starts dataset is a univariate time series situation where we attempt to forecast future outcomes based on… Read More

March 9, 2022March 6, 2022 by David Lowe

Univariate Time Series Model for USA Housing Sales 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 USA Housing Sales dataset is a univariate time series situation where we attempt to forecast future outcomes based on… Read More

March 2, 2022March 1, 2022 by David Lowe

Univariate Time Series Model for Ontario Gasoline Demand 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 Ontario Gasoline Demand dataset is a univariate time series situation where we attempt to forecast future outcomes based on… Read More

February 23, 2022February 21, 2022 by David Lowe

Univariate Time Series CNN/LSTM Combo 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