Spark NLP Description
Spark NLP is an open-source library that provides scalable LLMs. The entire code base, including the pre-trained model and pipelines, is available under Apache 2.0 license. The only NLP library that is built natively on Apache Spark. The most widely used NLP Library in the enterprise. Spark ML offers a set machine learning applications which can be built with two main components: estimators and transformors. The estimators use a method to secure and train a piece of information for such an application. The transformer is usually the result of an fitting process that applies changes to the dataset. These components are embedded in Spark NLP. Pipelines combine multiple estimators and transformators into a single workflow. They allow for multiple transformations to be chained along a machine learning task.
Spark NLP Alternatives
InstructGPT
InstructGPT is an open source framework that trains language models to generate natural language instruction from visual input. It uses a generative, pre-trained transformer model (GPT) and the state of the art object detector Mask R-CNN to detect objects in images. Natural language sentences are then generated that describe the image. InstructGPT has been designed to be useful in all domains including robotics, gaming, and education. It can help robots navigate complex tasks using natural language instructions or it can help students learn by giving descriptive explanations of events or processes.
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ToothFairyAI
ToothFairyAI is a Software-as-a-Service (SaaS) that provides access to powerful Natural Language Processing (NLP) and Natural Language Generation (NLG) APIs.
ToothFairyAI allows users to easily configure and customize a variety of transformer models through the ToothFairyAI application.
ToothFairyAI was designed to make creating natural language applications easier with minimal effort. It comes with a large library of pre-trained model that can be used to create customized solutions. ToothFairyAI also allows users to easily customize and configure these models via an intuitive user interface. This allows you to quickly create powerful NLP and NLG applications.
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Haystack
Haystack’s pipeline architecture allows you to apply the latest NLP technologies to your data. Implement production-ready semantic searching, question answering and document ranking. Evaluate components and fine tune models. Haystack's pipelines allow you to ask questions in natural language, and find answers in your documents with the latest QA models. Perform semantic search to retrieve documents ranked according to meaning and not just keywords. Use and compare the most recent transformer-based language models, such as OpenAI's GPT-3 and BERT, RoBERTa and DPR. Build applications for semantic search and question answering that can scale up to millions of documents. Building blocks for the complete product development cycle, including file converters, indexing, models, labeling, domain adaptation modules and REST API.
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Azure AI Language
Azure AI Language is an Azure managed service that allows you to develop applications for natural language processing. You can identify key terms and phrases, analyze emotion, summarize text and build conversational interfaces. Use Language to annotate AI models, train them, evaluate them, and deploy them with minimal machine learning expertise. Out-of-the-box capabilities, such as predefined entity categories for each business or text analytics for healthcare domains can help you get up and running quickly. You can also customize and optimize them when necessary. To train your machine-learning model, provide a few labeled example sentences. Multilingual models can be created in one language, and then used for many other languages. Language Studio allows you to scan your content and quickly suggest labels using advanced language models powered by GPT. Text can be categorized and labelled to extract vital information.
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Pricing
Pricing Starts At:
Free
Free Version:
Yes
Integrations
Company Details
Company:
John Snow Labs
Headquarters:
United States
Website:
sparknlp.org
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