Q&A
Q&A
Machine Learning in Astrato
I am just try to figure out if we can do task for ML in Astrato,
Comments
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Hi @Hemantkumar - great question. We actually choose Snowflake as our main data platform because it works so well with a variety of needs in business intelligence, including ML and AI frameworks.
"Snowflake was designed from the ground up to support machine learning and AI-driven data science applications. In conjunction with tight integrations to Spark, R, Qubole, and Python, Snowflake is an indispensable Data Science technology.
Performance speed is a key factor in supporting robust machine learning models. Snowflake has the capabilities to scale up or scale down. It can also bear the data preparation responsibilities, reducing data-related burdens from machine learning tools.
Snowflake offers some of the best cloud data analytics capabilities for data scientists and business analysts. "
By working with those and other frameworks on the data, Astrato can consume that information directly and in near-real-time.
Additionally, you'll see some forecasting abilities in the near future built directly into the Astrato charts and with upcoming Actions and Workflows, the ability to trigger an external task like "run a ML model" is being considered.
What are you looking to do with Machine Learning?
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That is really great. Thanks for your informative content. Thanks @joe_warbington
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@Hemantkumar to add to what Joe wrote - the vision is to enable Astrato to drive ML tuning parameters from the front end, and kick off ML tasks (computed in Snowflake), and then visualize the results in the same dashboard.
For this, we'll shortly be releasing our input box with writeback capabilities.
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@Hemantkumar picking this up again - is there a ML use case or example dataset within Snowflake that works well for this purpose? I'm trying to explore testing this myself on our dev version..
Tel-Co churn predictions I think was a classic one? Any pointers would be highly appreciated! :)
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@Hemantkumar Snowpark is your friend (@piersbatchelor)
See this: https://www.linkedin.com/feed/update/urn:li:activity:6972846140476035072/
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