SQL, Vertex AI & ML in Spanner Unite

ML Predictions in Spanner based only on SQL and Vertex AI Integration

[{"selector":"#anim-72068b80-d272-4de9-87c8-1a3816913ccd [data-leaf-element=\"true\"]","keyframes":{"transform":["translate3d(32.391304240977206%, 0, 0)","translate3d(0%, 0, 0)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-74f18ac4-b4dc-4691-a90a-29b52538c520","keyframes":{"opacity":[1,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-b2ffeb5e-12a1-4c1a-a012-bf6b5aa4a54f","keyframes":{"transform":["scale(3)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}]

With the use of generative AI, artificial intelligence, and machine learning, Vertex AI has completely changed the way we utilize data to get insightful knowledge and make defensible judgments

[{"selector":"#anim-f1a52ef4-5798-4ad0-8ee2-151a3cb5c591 [data-leaf-element=\"true\"]","keyframes":{"transform":["translate3d(-21.874999829338588%, 0, 0) translate(-25%, 0%) scale(1.5)","translate3d(0%, 0, 0) translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"fill":"forwards"}] [{"selector":"#anim-da76c84a-423e-4ac7-bdf6-864dd3641172","keyframes":{"opacity":[0,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-f9800da5-5860-4ec8-af69-70071d6be010","keyframes":{"transform":["scale(0.3333333333333333)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}]

Do you want to produce ML predictions as quickly as possible without moving your data or creating and maintaining separate applications?

[{"selector":"#anim-e61f0d16-91b8-468d-8dad-e5aa6b9491ae [data-leaf-element=\"true\"]","keyframes":{"transform":["translate3d(-21.874999829338588%, 0, 0) translate(-25%, 0%) scale(1.5)","translate3d(0%, 0, 0) translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"fill":"forwards"}] [{"selector":"#anim-ed768157-b849-4cde-91fe-5c000568e7aa","keyframes":{"opacity":[1,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-0f8155c1-f3c7-4533-a006-f0e422d2ac04","keyframes":{"transform":["scale(3)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}]

Increased throughput and parallelism

[{"selector":"#anim-311c8f12-ec82-4790-acd3-f1a08add552b [data-leaf-element=\"true\"]","keyframes":{"transform":["translate3d(-34.2382811543585%, 0, 0) translate(-25%, 0%) scale(1.5)","translate3d(0%, 0, 0) translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"fill":"forwards"}] [{"selector":"#anim-a8d97ddd-6cf5-46c1-b519-6787e06a08c3","keyframes":{"opacity":[1,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-aad5c25f-17d4-4538-b486-cf43b71d62ee","keyframes":{"transform":["scale(3)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}]

Easy user experience

[{"selector":"#anim-a21b7c94-9bfe-4638-a451-5e05d6f80817 [data-leaf-element=\"true\"]","keyframes":{"transform":["translate3d(-28.93339755556636%, 0, 0) translate(-25%, 0%) scale(1.5)","translate3d(0%, 0, 0) translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"fill":"forwards"}] [{"selector":"#anim-bbf7ef60-578a-49f3-85cd-0158ff3d7ab6","keyframes":{"opacity":[0,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-741355de-8046-49af-98be-6511369b2b10","keyframes":{"transform":["scale(0.3333333333333333)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}]

By combining the output of ML calculations with SQL query execution, Spanner Vertex AI integration leverages Cloud Spanner compute power, removing the need to supply an extra compute

[{"selector":"#anim-85753a3a-aea2-4210-bb38-76d5531f7ea5 [data-leaf-element=\"true\"]","keyframes":{"transform":["translate3d(-31.273205331911093%, 0, 0) translate(-25%, 0%) scale(1.5)","translate3d(0%, 0, 0) translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"fill":"forwards"}] [{"selector":"#anim-512afdcb-82d7-4260-b989-e370d9f961e3","keyframes":{"opacity":[0,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-48468e0a-139e-42ff-9c06-22f2e4aef342","keyframes":{"transform":["scale(0.3333333333333333)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}]

Use the BQML model that Vertex AI has installed and choose the Spanner free-tier instance for the data if you wish to do this task for free For more details Govindhtech.com

[{"selector":"#anim-53bd6f8f-c4eb-495f-a3d1-d623573f112b [data-leaf-element=\"true\"]","keyframes":{"transform":["translate(0%, 0%) scale(1.5)","translate(0%, 0%) scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}] [{"selector":"#anim-e42c1936-7d07-4779-820a-13bd9517b147","keyframes":{"opacity":[0,1]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"both"}] [{"selector":"#anim-962334aa-331d-430a-971f-defc11d0c414","keyframes":{"transform":["scale(0.3333333333333333)","scale(1)"]},"delay":0,"duration":2000,"easing":"cubic-bezier(.3,0,.55,1)","fill":"forwards"}]