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What is Spark NLP?

Explore the groundbreaking potential of large language models as they revolutionize Natural Language Processing (NLP) through Spark NLP, an open-source library that provides users with scalable LLMs. The entire codebase is available under the Apache 2.0 license, offering pre-trained models and detailed pipelines. As the only NLP library tailored specifically for Apache Spark, it has emerged as the most widely utilized solution in enterprise environments. Spark ML includes a diverse range of machine learning applications that rely on two key elements: estimators and transformers. Estimators have a mechanism to ensure that data is effectively secured and trained for designated tasks, whereas transformers are generally outcomes of the fitting process, allowing for alterations to the target dataset. These fundamental elements are closely woven into Spark NLP, promoting a fluid operational experience. Furthermore, pipelines act as a robust tool that combines several estimators and transformers into an integrated workflow, facilitating a series of interconnected changes throughout the machine-learning journey. This cohesive integration not only boosts the effectiveness of NLP operations but also streamlines the overall development process, making it more accessible for users. As a result, Spark NLP empowers organizations to harness the full potential of language models while simplifying the complexities often associated with machine learning.

What is IBM Analytics Engine?

IBM Analytics Engine presents an innovative structure for Hadoop clusters by distinctively separating the compute and storage functionalities. Instead of depending on a static cluster where nodes perform both roles, this engine allows users to tap into an object storage layer, like IBM Cloud Object Storage, while also enabling the on-demand creation of computing clusters. This separation significantly improves the flexibility, scalability, and maintenance of platforms designed for big data analytics. Built upon a framework that adheres to ODPi standards and featuring advanced data science tools, it effortlessly integrates with the broader Apache Hadoop and Apache Spark ecosystems. Users can customize clusters to meet their specific application requirements, choosing the appropriate software package, its version, and the size of the cluster. They also have the flexibility to use the clusters for the duration necessary and can shut them down right after completing their tasks. Furthermore, users can enhance these clusters with third-party analytics libraries and packages, and utilize IBM Cloud services, including machine learning capabilities, to optimize their workload deployment. This method not only fosters a more agile approach to data processing but also ensures that resources are allocated efficiently, allowing for rapid adjustments in response to changing analytical needs.

Media

Media

Integrations Supported

Apache Spark
ALBERT
APIFuzzer
Acquia CDP
BERT
Conda
Databricks Data Intelligence Platform
ELMO
Flair
Galileo
IBM Cloud Object Storage
Java
OpenAI
Python
R
RadiantOne
Switch Automation
T5
XLNet
ZARUS

Integrations Supported

Apache Spark
ALBERT
APIFuzzer
Acquia CDP
BERT
Conda
Databricks Data Intelligence Platform
ELMO
Flair
Galileo
IBM Cloud Object Storage
Java
OpenAI
Python
R
RadiantOne
Switch Automation
T5
XLNet
ZARUS

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Trial Offered?
Free Version

Pricing Information

$0.014 per hour
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

John Snow Labs

Company Location

United States

Company Website

sparknlp.org

Company Facts

Organization Name

IBM

Date Founded

1911

Company Location

United States

Company Website

www.ibm.com/cloud/analytics-engine

Categories and Features

Natural Language Processing

Co-Reference Resolution
In-Database Text Analytics
Named Entity Recognition
Natural Language Generation (NLG)
Open Source Integrations
Parsing
Part-of-Speech Tagging
Sentence Segmentation
Stemming/Lemmatization
Tokenization

Categories and Features

Data Discovery

Contextual Search
Data Classification
Data Matching
False Positives Reduction
Self Service Data Preparation
Sensitive Data Identification
Visual Analytics

Data Visualization

Analytics
Content Management
Dashboard Creation
Filtered Views
OLAP
Relational Display
Simulation Models
Visual Discovery

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