Sagemaker & Machine Learning
About Holland America Line [a division of Carnival Corporation and plc (NYSE: CCL and CUK)]
Holland America Line’s fleet of 14 ships offers more than 500 cruises to more than 400 ports in 98 countries, territories or dependencies around the world. From shorter getaways to 113-day itineraries, the company’s cruises visit all seven continents, with highlights including Antarctica explorations, South America circumnavigations, Cuba cruises and exotic Australia/New Zealand and Asia voyages; four annual Grand Voyages; and popular sailings to the Caribbean, Alaska, Mexico, Canada and New England, Europe and the Panama Canal. The line welcomed Koningsdam in 2016 and has a second Pinnacle-class ship, Nieuw Statendam, to be delivered in December 2018. A third Pinnacle-class ship will be delivered in 2021.
Leveraging past customer behavioral data and analytics to predict future customer behavior, engagement, and growth is valuable to all companies. Holland America’s goal was to leverage machine learning and artificial intelligence to gain additional insights into onboard offerings and to find ways to increase their customer experience and satisfaction.
Holland America’s additional challenge was to accelerate the efficiency of the company’s process for revenue prediction as well as identify key attributes for customers who are likely to use various services while on a cruise. For example, a key attribute would be to identify individuals who might use the spa with an incentive to do so. Additionally, adding segmentation for passenger profiles will allow Holland America to categorize and predict future behavior.
Why Amazon Web Services
Holland America was already benefiting from the use of Amazon Web Services (AWS) for various data services. However, they were interested in determining a better solution for machine learning models that can increase its accuracy and efficiency of their forecasting. To address this, Holland America engaged with 1Strategy, an AWS Premier Consulting Partner to evaluate the capabilities of machine learning solutions on AWS.
“1Strategy helped Holland America Line build and deploy a machine learning solution that identifies passenger behavior, giving us an advantage, while enabling us to improve how we operate to deliver the most value to our customers,” said Lem Hebb, Director IT Strategic Planning at Holland America Line.
1Strategy conducted a Machine Learning Discovery to identify potential areas where new AWS technologies and methods could be of benefit to Holland America Line. Following the discovery, 1Strategy outlined and explained several opportunities for improvement, including the benefits of utilizing Amazon SageMaker and machine learning technologies. In addition, 1Strategy aided Holland America Line in optimizing the company’s existing machine learning algorithms and the data science behind their passenger revenue prediction solution and provided insights into forecast modeling improvements, which included the following:
- Assist with the migration of data from RDS Oracle to Amazon Redshift/Amazon S3 data lake
- Develop a machine learning solution on Amazon SageMaker to reduce runtime and deployment complexity
- Provide reports that analyze customer behavior that can be used to more efficiently predict passenger behavior in order to increase cruise revenue
Holland America Line had experimented with machine learning outside of AWS, but their method for prediction was not as accurate as they desired and took more time than existing forecasting methods.
In contrast, 1Strategy compared the company’s results from their experimental forecasting method utilizing Amazon SageMaker. This test resulted in the following:
- Increased Holland America Line’s existing machine learning algorithms accuracy to +80%
- Decreased the solution time for previous revenue prediction algorithm from hours to less than 4 seconds
Amazon SageMaker allows Holland America the ability to leverage a fully-managed platform on AWS that will allow the company to quickly and easily build and deploy machine learning models at any scale.
The capabilities and potential benefits of Amazon SageMaker for Holland America Line also include:
- Fully-managed service for building, training, and deploying machine learning models
- Host Jupyter notebooks
- Automatically scale to meet performance needs
- Support any model built into a Docker image
About the Partner
1Strategy is an Amazon Partner Network (APN) Premier Consulting Partner, focusing exclusively on Amazon Web Services (AWS). 1Strategy helps businesses architect, migrate, and optimize their workloads on AWS, creating scalable, cost-effective, secure, and reliable solutions. 1Strategy also helps customers get real value from their data using comprehensive machine learning models and artificial intelligence. 1Strategy holds the AWS DevOps, Migration, Data & Analytics, Well Architected, and Machine Learning Competencies, and is a partner of the AWS Public Sector Program. 1Strategy was one of the initial ten AWS Partners globally who was qualified and authorized by AWS to conduct a Well-Architected Review and is among the top Well Architected partners in the AWS eco-system. With experts having deployed AWS solutions since 2007, 1Strategy is a leader in custom training—providing customers with the knowledge, tools, and best practices to manage those solutions over time. 1Strategy is a TEKsystems Global Services company with teams in Seattle and Salt Lake City, supporting customers throughout the US and across every vertical.
For more information about how 1Strategy can assist your company in migrating to AWS, building scalable, secure, and Big Data analytics, or optimizing AWS solution, visit 1Strategy.com or contact us at info@1Strategy.com.
To read about other companies we’ve helped in their AWS journey, CLICK HERE.