 
			NLP Lab
				
							
							4.4
						
						1
					
                NLP Lab is a no-code platform for document labeling and AI/ML model training that allows domain experts to extract meaningful facts from text documents, images or PDFs and train models that will automatically predict those facts on new documents. It uses Spark NLP and Spark OCR pre-trained models or can tune models to better handle specific use cases. It supports the end-to-end process from starting an annotation project to the deployment of a trained model, all without writing a line of code. It has an auto-scaling architecture powered by Kubernetes and provides enterprise-grade security for free, including support for air-gap environments, zero data sharing, role-based access, full audit trails, MFA, and identity provider integrations. It allows powerful experiments for model training and finetuning, model testing, and model deployment as API endpoints.                
            
            Strengths
                - 
                            AccuracyHighly accurate natural language processing 
- 
                            Ease of useUser-friendly interface and easy to navigate 
- 
                            CustomizationAbility to customize and train models for specific use cases 
Weaknesses
                - 
                            PricingRelatively expensive compared to other NLP tools 
- 
                            Limited languagesSupports only a limited number of languages 
- 
                            IntegrationLimited integration options with other software 
Opportunities
                - Opportunity to expand language support and integrations
- Potential to add new features and capabilities
- Opportunity to form partnerships with other software providers
Threats
                - Competition from other established NLP tools
- Rapidly evolving technology may make current features obsolete
- Potential impact of economic downturn on customer demand
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                    NLP Lab Plan
NLP Lab offers a free version with limited features and a paid version for $99/month with full access to all features.
            
			Community
			
			
			Free
			
		
			
		
		NLP Lab is a Free tool, with support for unlimited projects, users, documents, community models, teams, analytics, workflows, audit, No-Code Model Training & Active Learning.
		
		
		Support for text, image, video and audio annotations
		
		
		Multi-lingual text labeling
		
		
		Span annotations & overlapping entities
		
		
		Label relations & dependencies
		
		
		Unlimited projects, users, documents, models
		
		
		Project grouping
		
		
		Project searching/filtering
		
		
		Full API access
		
		
		Task assignment
		
		
		Task tagging and comments
		
		
		Role based task status
		
		
		Duplicate tasks detection
		
		
		Feedback & Comments on completions
		
		
		Consensus Analysis/IA Agreement
		
		
		Quality review workflows
		
		
		Performance Dashboards
		
		
		Project configuration based on existing models
		
		
		Pre-annotations with model assisted labeling
		
		
		Active learning: auto-retrain models on the fly
		
		
		Transfer learning: start from pre-trained models
		
		
		Bring your own models
		
		
		Precision/Recall Reports for Trained Models
		
		
		Model Hub Integration
		
		
		Role based access control
		
		
		Annotation Versioning
		
		
		Full audit trail
		
		
		LDAP/AD integration - User import/Login
		
		
		On-Premise / Air-Gap Deployment
			
	
			Healthcare
			
			
			Free Trial
			1 License Per Year
		
			
		
		The Healthcare edition offers access to pretrained healthcare-specific models published on the NLP Models Hub.
		
		
		All features from the Community library
		
		
		Pre-annotations with rules & regex
		
		
		Automatic detection of 400+ clinical and biomedical entities
		
		
		Automatic detection of clinical assertion status detection (negation detection)
		
		
		Automatic detection of 60+ healthcare-specific relation extraction
		
		
		Automatic entity normalization (coding) to 10+ medical terminologies
		
		
		Transfer learning for named entity recognition models
		
		
		Ready to use healthcare-specific word, chunk, and sentence embeddings
			
	
			Visual
			
			
			Free Trial
			1 License Per Year
		
			
		
		The visual edition offers access to OCR features for image preprocessing and digitization, as well as to Visual NER based preannotation and model training.
		
		
		All features from the Community library
		
		
		Support for annotations on multi-page scanned or generated PDFs
		
		
		Support for image annotation (png)
		
		
		Text search in image documents
		
		
		Multi line chunk annotations
		
		
		Sticky token selection
		
		
		Custom region annotation
		
		
		Relations annotation
		
		
		Text preannotation in image or PDF documents
		
		
		Support for tuning Visual NER models with custom annotation
			
	 
                        









 
			 
			
		