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Make Personalized Predictions
for High-Impact Experiences

With Dataflow-as-a-Service for Recommendation
Solution brief

Make Personalized
Predictions for
High-Impact
Experiences

With
Dataflow-as-a-Service
for Recommendation

Deliver the Right Recommendation at the Right Time

Recommendation systems can be found everywhere. A part of many common and broadly used consumer services across industries—from retail and e-commerce, to banking, insurance, healthcare, digital service providers and many others—these systems combine deep learning with user behavior to intelligently curate and offer information personalized to their preferences. As critical as they are, recommendation systems are only as good as their accuracy in predicting user needs and interests.

Roadblocks to Effective Recommendation Systems

01

Large embedding table features allow for better personalization, but the memory capacity constraints of conventional technologies force hard tradeoffs to be made on which subset of features to incorporate.

02

Leveraging traditional architectures to support the diverse requirements of various use cases leads to complex development pipelines across training and inference—hindering your ability to respond to new data in real-time.

03

Everyone’s data is different. And you know your customers best. It’s difficult to build your own recommendation solution using off-the-shelf models as a starting point.

“80% of customers now consider the experience a company provides to be as important as its products and services.”

Source: Natural Language Processing by Artificial Intelligence Industry and Use Case: A Quantitative and Qualitative Assessment by Marianne Daquila, David Schubmehl, Hayley Sutherland, Nov. 2019

Deliver Highly Relevant Recommendations That Convert

A flexible and complete solution

Dataflow-as-a-Service™ for Recommendation provides a comprehensive platform plus services and models that enable you to deliver more personalized recommendations.

Offload complexity to the experts

Having trouble getting started? We can help you dramatically accelerate time to deployment by enabling you to ramp and train faster.

Offload complexity to the experts

Having trouble getting started? We can help you dramatically accelerate time to deployment by enabling you to ramp and train faster.

Provide relevant service that resonates

Quickly build customized recommendation solutions that support your product and customer data, enabling you to provide a more curated end-user experience.

Get up and running quickly with AI

SambaNova can get you up and running faster than conventional solutions with subscription-based recommendation services fully managed by experts in AI and machine learning.

Get up and running quickly with AI

SambaNova can get you up and running faster than conventional solutions with subscription-based recommendation services fully managed by experts in AI and machine learning.

Dataflow-as-a-Service for Recommendation is the
Fastest, Easiest, and Guaranteed Path to State-of-the-Art Recommender Systems

 

Accelerate AI Innovation

Quickly deploy more accurate recommendation systems that boost usability and user satisfaction.

Augment Your ML Expertise

Enhance user experiences with more meaningful personalization that maximizes up-sell and cross-sell opportunities.

Achieve State-of-the-Art

We keep your models and algorithmic techniques up to date so you can respond to new data in real-time.

Learn more about our solution for recommender systems

Accelerated AI Services

DATAFLOW-AS-A-SERVICE

With its comprehensive services, models, and a platform—Dataflow-as-a-Service empowers you to deploy customized AI solutions with total confidence.

DATAFLOW-AS-A-SERVICE
FOR LANGUAGE

Achieve breakthrough efficiency in NLP while you free up your machine learning talent to focus on higher-value initiatives.

DATAFLOW-AS-A-SERVICE
FOR VISION

In machine learning image processing and analysis—resolution is everything. Unlock the full advantage of your high-resolution images.

Schedule a Meeting

Learn how SambaNova can advance your AI initiatives to help you achieve your impossible.