by David Lowe

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

by David Lowe

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

by David Lowe

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

by David Lowe

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

by David Lowe

Univariate Time Series Model for Ozone Concentration at Arosa 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 Ozone Concentration at Arosa dataset is a univariate time series situation where we attempt to forecast future outcomes based… Read More

by David Lowe

Univariate Time Series Model for Cow Milk Production 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 Ozone Concentration at Arosa dataset is a univariate time series situation where we attempt to forecast future outcomes based… Read More

by David Lowe

Univariate Time Series Model for Iron Production in American River River-flow

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 American River River-flow dataset is a univariate time series situation where we attempt to forecast future outcomes based on… Read More

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

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

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