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Scaling Machine Learning at Holiday Extras

Big Data LDN 2019 | Scaling Machine Learning at Holiday Extras | Rebecca Vickery

This talk will describe how the data science team at Holiday Extras are using Google Cloud Machine Learning Engine to deploy models in production. Rebecca Vickery will be discussing how using Google Cloud machine learning tools can help to democratize data science at scale by allowing data scientists to put models into production independently. Some of the challenges they faced as a small team of data scientists were: Managing bespoke deployment processes for models, a lack of collaboration across the team, and difficulty in finding the right combination of skills to deploy and manage models in operation. Google Cloud Machine Learning Engine has been the impetus for a fully extensible and collaborative machine learning platform and has allowed Holiday Extras to deploy models at speed and scale.

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machine learning holiday extras rebecca vickery google cloud machine learning engine deploying machine learning models big data

What's inside

Syllabus

Traffic lights

Read about what's good

what should give you pause

and possible dealbreakers

Suits data science teams who lack extensive deployment experience and need expertise

Provides a platform for data scientists to operate independently with deployment

Enables quick and extensive model deployment

Delineates a team's challenges when attempting to scale machine learning

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Career center

Learners who complete Scaling Machine Learning at Holiday Extras will develop knowledge and skills that may be useful to these careers:

Data Scientist

Leverage Google Cloud Machine Learning Engine to streamline your machine learning project lifecycle. As a Data Scientist, you will collaborate closely with developers, ensuring that your company can deploy machine learning models quickly and efficiently. Learn about the challenges involved in managing bespoke deployment processes for models and find out how Google Cloud can help you overcome them.

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Machine Learning Engineer

Effectively deploy and manage machine learning models in production with the help of Google Cloud Machine Learning Engine. By taking this course, you will expand your skillset in model deployment and management, allowing you to contribute to the creation of reliable and efficient machine learning solutions. This is a great opportunity to advance your career by adopting industry-leading practices.

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Data Analyst

Take your data analysis skills to the next level by learning how to deploy machine learning models using Google Cloud Machine Learning Engine. This course will help you gain hands-on experience, enabling you to effectively analyze data and provide valuable insights to your organization. By leveraging Google Cloud, you can streamline your workflows and make a significant impact.

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Cloud Architect

Stay ahead of the curve by learning how to build and manage scalable, cost-effective cloud-based machine learning solutions. This course will help you gain expertise in Google Cloud Machine Learning Engine, a powerful tool that can help you streamline your machine learning projects and bring value to your organization. As a Cloud Architect, you will have the knowledge and skills to design and implement robust machine learning solutions.

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DevOps Engineer

Elevate your DevOps skills and learn how to use Google Cloud Machine Learning Engine to automate and streamline the deployment and management of machine learning models. This course will provide you with the knowledge and skills needed to work effectively within a DevOps team, ensuring that machine learning models are deployed and managed efficiently and securely.

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Data Engineer

Unlock the potential of data engineering by leveraging Google Cloud Machine Learning Engine. Learn how to build and maintain scalable data pipelines that can support the development and deployment of machine learning models. As a Data Engineer, you will play a crucial role in transforming raw data into valuable insights, enabling your organization to make data-driven decisions.

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Software Engineer

Enhance your software engineering skills by learning how to integrate Google Cloud Machine Learning Engine into your applications. This course will help you gain hands-on experience in developing and deploying machine learning models, enabling you to create innovative and intelligent software solutions. By leveraging Google Cloud, you can streamline your development process and deliver high-quality software products.

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Business Analyst

Gain a competitive edge as a Business Analyst by learning how to leverage machine learning models to drive data-driven decision-making. This course will provide you with the knowledge and skills needed to effectively analyze business requirements, identify opportunities for machine learning applications, and communicate insights to stakeholders.

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Product Manager

Empower yourself as a Product Manager by learning how to incorporate machine learning into your product development strategy. This course will provide you with the knowledge and skills needed to identify product opportunities, define machine learning requirements, and work with engineers to deliver innovative and customer-centric products powered by machine learning.

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Marketing Manager

Elevate your marketing strategies by learning how to leverage machine learning for personalized marketing campaigns. This course will provide you with the knowledge and skills needed to understand the principles of machine learning, identify opportunities for marketing applications, and implement data-driven marketing campaigns that drive results.

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Sales Manager

Transform your sales approach by learning how to use machine learning to identify and target potential customers. This course will provide you with the knowledge and skills needed to leverage machine learning models for lead generation, customer segmentation, and personalized sales strategies.

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Financial Analyst

Gain a deeper understanding of financial data and enhance your analytical skills by learning how to apply machine learning techniques to financial analysis. This course will provide you with the knowledge and skills needed to build predictive models, analyze financial trends, and make informed investment decisions.

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Operations Manager

Enhance your operational efficiency by learning how to use machine learning to optimize processes and improve productivity. This course will provide you with the knowledge and skills needed to identify opportunities for machine learning applications, build predictive models, and implement data-driven strategies that drive operational excellence.

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Human Resources Manager

Transform your HR strategies by learning how to use machine learning to automate tasks, improve talent acquisition, and enhance employee engagement. This course will provide you with the knowledge and skills needed to leverage machine learning for employee screening, performance evaluation, and workforce planning.

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Customer Success Manager

Elevate your customer success strategies by learning how to use machine learning to identify customer needs, predict churn, and deliver personalized support. This course will provide you with the knowledge and skills needed to leverage machine learning models for customer segmentation, proactive outreach, and customer retention.

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