Summary
1. Summary
Congratulations, you've made it to the end of the MLOps with Vertex AI manage features course. Throughout the course, you were introduced to the feature store concept and the main capabilities of Vertex AI feature store. In the first part of this course, Introduction to Vertex AI feature store, you explored data related challenges. You reviewed how Vertex AI can help with ML 's processes, especially on data management governance. Then you were introduced to the main challenges related to data and potential solutions to mitigate them. In the second part of the course, Vertex AI feature store an in-depth look, you explored the key capabilities of Vertex AI feature store, which let you build and deploy machine learning models. Then you learn about the data model and terminology associated with Vertex AI feature store resources and components. And finally, you discovered the various storage methods available in Vertex AI feature store and learned how to effectively create and manage feature stores on the Vertex AI platform. In the hands-on lab at the end, you worked on Vertex AI feature store streaming ingestion at the SDK layer, you started with preparing data from BigQuery and creating a new feature store. Then you created a new entity type and create and wrote features to the feature store, and finally, you read features back from the feature store. This course is the second part of your machine learning operations journey, stay tuned for future machine learning operation courses with Google Cloud. For more training and hands-on practice with ML and AI, explore the options available at cloud.google.com/training/machine learning-ai. And if you're interested in validating your expertise and showcasing your ability to transform businesses with Google Cloud technology, you might consider working towards a Google Cloud certification. You can learn more about Google Cloud certification offerings at cloud.google.com/certifications. Thanks for completing this course, we'll see you next time.2. Let's practice!
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