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Course Outline
Introduction to Advanced NLU
- Overview of advanced NLU techniques
- Key challenges in understanding language context and semantics
- NLU in real-world applications
Semantic Analysis and Interpretation
- Deep dive into semantic representation
- Semantic parsing and frame semantics
- Using embeddings and transformers for semantic understanding
Intent Recognition and Classification
- Understanding user intent in conversational systems
- Techniques for accurate intent classification
- Improving intent recognition models with real-world datasets
Deep Learning in NLU
- Leveraging neural networks for language modeling
- Advanced techniques using BERT, GPT, and other transformer models
- Transfer learning for NLU optimization
Contextual Understanding in NLU
- Handling ambiguity in language interpretation
- Disambiguation techniques in NLU models
- Using context for improved accuracy in NLU tasks
Practical Applications of NLU
- NLU in virtual assistants and chatbots
- Case studies in customer service and automation
- Exploring legal, healthcare, and financial applications
Challenges and Future Trends in NLU
- Ethical considerations in NLU systems
- Handling multilingual NLU tasks
- Emerging trends and future opportunities in NLU research
Summary and Next Steps
Requirements
- Intermediate experience with machine learning
- Familiarity with natural language processing techniques
- Basic programming skills in Python
Audience
- AI developers
- Machine learning engineers
- Data scientists working on language models
14 Hours
Delivery Options
Private Group Training
Our identity is rooted in delivering exactly what our clients need.
- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- Practical hands-on exercises containing data / scenarios recognisable to the learners
- Training scheduled on a date of your choice
- Delivered online, onsite/classroom or hybrid by experts sharing real world experience
Private Group Prices RRP from €4560 online delivery, based on a group of 2 delegates, €1440 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
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