Tag: ML

Leveraging your ML models with Couchbase Analytics User Defined Functions (UDF)
AnalyticsCouchbase SDK

Leveraging your ML models with Couchbase Analytics User Defined Functions (UDF)

With Couchbase 7.0 you’re now capable of allowing integration of Python UDFs with Couchbase Analytics. In Part 1 of this blog series, we covered the essentials for getting Couchbase and the Analytics for Machine Learning (ML) set up. ML has...

Muk Sreenivasan February 16, 2022
How Couchbase Simplifies Data Science (Part 1)
AnalyticsCouchbase ServerSQL++ / N1QL Query

How Couchbase Simplifies Data Science (Part 1)

This post was co-authored by Karen Yuan, a High School Intern.  Data science extracts knowledge from data and applies that knowledge to solve problems. In the next two posts, we will learn how the Couchbase Data Platform can meet various...

Poonam Dhavale, Principal Software Engineer December 21, 2021
How to Use Couchbase as a Machine Learning Model Store [Part 2 of 2]
Best Practices and TutorialsCouchbase ServerEventing

How to Use Couchbase as a Machine Learning Model Store [Part 2 of 2]

When it comes to machine learning, a lot is said and written about training your ML models. But of equal importance is where you store those models once you’re ready to serve up real-time predictions. Last week, we looked at...

Poonam Dhavale, Principal Software Engineer July 16, 2021
5 Use Cases for Real-Time Prediction Serving Systems with Couchbase [Part 1 of 2]
AnalyticsBest Practices and TutorialsCouchbase Architecture

5 Use Cases for Real-Time Prediction Serving Systems with Couchbase [Part 1 of 2]

Every machine learning use case has different performance needs, and when it comes to ML-powered enterprise prediction serving systems, it’s no different. A machine learning (ML) model takes an input (e.g., an image) and makes a prediction about it (e.g.,...

Poonam Dhavale, Principal Software Engineer July 9, 2021
Make Machine Learning Predictions With Couchbase Lite
Couchbase MobileSolutionsSwift

Make Machine Learning Predictions With Couchbase Lite

Couchbase Lite’s Predictive Query API allows applications to leverage pre-trained, Machine Learning(ML) models to run predictive queries against data in embedded Couchbase Lite database in a convenient, fast and always-available way. These predictions can be combined with predictions made against...

Priya Rajagopal, Senior Director, Product Management January 7, 2021