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Duration 21 hours
Course Outline
Fundamentals of NLG for Text Summarization and Content Generation
- Introduction to Natural Language Generation (NLG)
- Distinguishing key differences between NLG and NLP
- Practical applications of NLG in content production
Methodologies for Text Summarization via NLG
- Extractive summarization techniques utilizing NLG
- Abstractive summarization using advanced NLG models
- Key metrics for evaluating NLG-based summarization quality
Generating Content with NLG
- Overview of prominent generative models: GPT, T5, and BART
- Strategies for training NLG models for text synthesis
- Producing coherent and contextually relevant text using NLG
Optimising NLG Models for Specific Use Cases
- Fine-tuning models such as GPT for domain-specific objectives
- Applying transfer learning concepts within NLG
- Managing extensive datasets for effective model training
Essential Tools and Frameworks for NLG
- Introduction to leading NLG libraries (e.g., Transformers, OpenAI GPT)
- Practical exercises with Hugging Face Transformers and the OpenAI API
- Constructing end-to-end NLG pipelines for content production
Ethical Implications of NLG
- Addressing bias within AI-generated content
- Strategies for mitigating harmful or inappropriate NLG outputs
- Ethical considerations regarding NLG in creative workflows
Emerging Trends in NLG
- Recent innovations in NLG architecture and capability
- The transformative impact of transformer models on NLG
- Future potential for NLG in automated content creation
Recap and Recommended Next Steps
Requirements
- Fundamental understanding of machine learning principles
- Proficiency in Python programming
- Prior exposure to NLP frameworks
Target Audience
- AI Engineers
- Content Creators
- Data Scientists
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customised Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from £4800 + VAT*
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