Training Machine Learning Models on GCP

GCP

Google Cloud Platform (GCP) is a cloud computing platform that provides a wide range of services such as computing power, storage, and databases to businesses and individuals. GCP is known for its scalability, reliability, and security. It offers a pay-as-you-go pricing model which allows users to only pay for the services they use. GCP is used by many companies such as Spotify, Coca-Cola, and HSBC.

Machine Learning Models

Machine learning models are computer programs that are used to recognize patterns in data or make predictions. They are created from machine learning algorithms, which are trained using either labeled, unlabeled, or mixed data. Machine learning is a subfield of artificial intelligence, which is broadly defined as the capability of a machine to imitate intelligent human behavior. Machine learning is popular because it gives enterprises a view of trends in customer behavior and business operational patterns, as well as supports the development of new products. Many of today's leading companies, such as Meta, Google and Uber, make machine learning a central part of their operations. Machine learning is also popular because computation is abundant and cheap. Abundant and cheap computation has driven the abundance of data we are collecting and therefore the increase in capability of machine learning methods.
GCP is a popular cloud option for companies looking to deploy machine learning models at scale. Kaspian securely deploys into your GCP environment, ensuring that all storage and compute assets remain within your cloud. Kaspian's flexible compute layer empowers data teams to train machine learning models on GCP in a highly performant, scalable, and configurable manner, with native support for autoscaling, GPU acceleration, and more.
Learn more about Kaspian and see how our flexible compute layer for the modern data cloud is already reshaping the way companies in industries like retail, manufacturing and logistics are thinking about data engineering and analytics.

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