Databricks is a global company focusing on data and AI. At the core of Databricks is the Databricks Data Intelligence Platform which allows entire organizations to use data and AI to power a wide range of business use cases. It's built on a lakehouse to provide an open, unified foundation for all data and governance and is powered by a Data Intelligence Engine that understands the uniqueness of the organizations’ data. Databricks simplifies and accelerates enterprises' data and AI goals by unifying data, analytics and AI on one platform. Its key mission is to assist data teams in addressing some of the world's most challenging problems.
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I like the comprehensive end to end AI/ML deployment process especially it provide an one single source platform for data scientist to use
Unity Catalog is amazing for bundling multiple types of data like Delta tables, Models, Functions and Volumes for unstructured data. UC also enables simple connections to External Locations that can be configured for connecting to a cloud provider such as S3. Finally, the Workflows for jobs and pipelines is essential for optimizing runs of code in easy-to-manage objects.
We love how everything is in one place: our data, dashboards, and opportunities to use AI.
one of the challenges is cost optimization, cost can escalate quickly, especially if jobs aren't optimized properly.
On the downside, there is some complexity to enable all the features on External tables rather than the Managed tables by Databricks (which does not connect to external cloud data like S3). Also, there is some downsides to selecting the different types of Computes; there's the SQL Warehouses which have functionality that Clusters do not have. Similarly, certain Compute modes are restricted to being a Dedicated single-user cluster for accessing ML runtimes, but then only Standard mode clusters can engage with Shallow Clones properly.
Data from Review App is not available for at least an hour. We also want to allow access to the Review App for users without a Databricks account