Advanced Natural Language Processing (NLP)
Technical training focusing on building and implementing advanced NLP models for sentiment analysis, information extraction and question and answer systems on unstructured data. The program includes practical implementation of advanced NLP techniques and production-ready solutions. The workshop focuses on the practical application of state-of-the-art algorithms and frameworks. Intensive coding methodology provides deep technical proficiency and real-world problem-solving capabilities.
Issues
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Transformer Architectures
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BERT and GPT models
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Fine-tuning techniques
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Sentiment analysis
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Text classification
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Recognition of named entities
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Information extraction
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Question and answer systems
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Evaluation of models
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Production deployments
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Performance optimization
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Development of custom models
Benefits
- Production-ready NLP models will provide a competitive edge in text analytics applications
- Techniques will make it possible to solve complex language processing problems
- Development of custom models will increase flexibility and performance for specific use cases
- State-of-the-art implementations will provide the latest capabilities in an organization's AI portfolio
- Technical expertise in NLP will open up career opportunities in the rapidly growing field of AI
- Hands-on experience with the latest frameworks will facilitate rapid prototyping and deployment
- A deep understanding of NLP architectures will enable effective problem diagnosis and optimization
Who is this training for?
Prerequisites
- Solid knowledge of Python programming and basic machine learning libraries
- Experience with machine learning algorithms and model development
- Familiarity with basic NLP and text processing concepts
- Ability to work with large data sets and distributed computing frameworks
Training program
advanced NLP architectures
- Deep dive into Transformer models
- Implementation of BERT, GPT and variants
- Fine-tuning strategies
- Development of custom models
sentiment analysis and text classification
- Multi-class and multi-label classification
- Domain adaptation techniques
- Handling unbalanced data sets
- Model evaluation metrics
information extraction systems
- Recognition of named entities (NER)
- Relationship extraction
- Event extraction
- Construction of knowledge graphs
Question and answer systems
- Implementation of extractive QA
- QA generative approaches
- QA on multiple documents
- Conversational AI systems
Delivery Methods
Online
- Convenience of participating from anywhere
- Interactive live sessions with trainer
- Materials available for 30 days
- No travel costs
On-site
- Direct contact with trainer and group
- Intensive hands-on workshops
- Networking with other participants
- Full focus on learning
Frequently asked questions
Who is the Advanced Natural Language Processing (NLP) training for?
This training is designed for professionals looking to develop skills in advanced natural language processing (nlp). Required level: advanced.
How long is the Advanced Natural Language Processing (NLP) training?
The training lasts 3. Available in online or on-site format.
Will I receive a certificate?
Yes — every participant receives a completion certificate confirming acquired competencies. EITT holds ISO 9001 accreditation.
Can this training be conducted for a closed group?
Yes — we offer dedicated closed trainings for companies. We customize the program to your team's needs. Contact us for an individual quote.
Request a quote
Funding Options
Check funding options for your company
Development Services Database
Up to 80% funding for SMEs from EU funds
Check availabilityNational Training Fund
Up to 100% funding for employers
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We train teams at Poland's largest companies
Interested in this training?
Contact us - we'll prepare an offer tailored to your organization's needs.