Universal Sentence EncoderTensorflow
|
||||||
Related Products
|
||||||
About
Datos is a global clickstream data provider focused on licensing anonymized, at-scale, privacy-compliant datasets to ensure its clients and partners are safe in an otherwise perilous marketplace. Datos offers access to the desktop and mobile browsing clickstream for tens of millions of users across the globe, packaged into clean, easy-to-understand data feeds. Datos' mission is to provide clickstream data built on trust and driven by tangible results. Major firms around the globe trust Datos to provide the data they need to stop operating blindly in an ever-changing digital landscape. Datos offers a range of products, including the Datos Activity Feed, which provides visibility into the full conversion funnel by tracking every page visit and understanding diverse user behaviors. The Datos Behavior Feed offers detailed data on user tendencies.
|
About
The Universal Sentence Encoder (USE) encodes text into high-dimensional vectors that can be utilized for tasks such as text classification, semantic similarity, and clustering. It offers two model variants: one based on the Transformer architecture and another on Deep Averaging Network (DAN), allowing a balance between accuracy and computational efficiency. The Transformer-based model captures context-sensitive embeddings by processing the entire input sequence simultaneously, while the DAN-based model computes embeddings by averaging word embeddings, followed by a feedforward neural network. These embeddings facilitate efficient semantic similarity calculations and enhance performance on downstream tasks with minimal supervised training data. The USE is accessible via TensorFlow Hub, enabling seamless integration into various applications.
|
|||||
Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
|
Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
|
|||||
Audience
Researchers wanting a solution to analyze consumer behavior and market trends
|
Audience
Data scientists and machine learning engineers seeking a tool to optimize their natural language processing models with robust sentence embeddings
|
|||||
Support
Phone Support
24/7 Live Support
Online
|
Support
Phone Support
24/7 Live Support
Online
|
|||||
API
Offers API
|
API
Offers API
|
|||||
Screenshots and Videos |
Screenshots and Videos |
|||||
Pricing
No information available.
Free Version
Free Trial
|
Pricing
No information available.
Free Version
Free Trial
|
|||||
Reviews/
|
Reviews/
|
|||||
Training
Documentation
Webinars
Live Online
In Person
|
Training
Documentation
Webinars
Live Online
In Person
|
|||||
Company InformationDatos
Founded: 2019
United States
datos.live/
|
Company InformationTensorflow
Founded: 2015
United States
www.tensorflow.org/hub/tutorials/semantic_similarity_with_tf_hub_universal_encoder
|
|||||
Alternatives |
Alternatives |
|||||
|
||||||
|
||||||
|
|
|||||
|
|
|||||
Categories |
Categories |
|||||
Integrations
Google Colab
TensorFlow
|
||||||
|
|