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Course Outline
Introduction to Large Language Models
- Overview of Natural Language Processing (NLP)
- Introduction to Large Language Models (LLMs)
- Meta AI's contributions to LLM development
Understanding the Architecture of Meta AI LLMs
- Transformer architecture and self-attention mechanisms
- Training methodologies for large-scale models
- Comparison with other LLMs (GPT, BERT, T5, etc)
Setting Up the Development Environment
- Installing and configuring Python and Jupyter Notebook
- Working with Hugging Face and Meta AI’s model repository
- Using cloud-based or local GPUs for training
Fine-Tuning and Customizing Meta AI LLMs
- Loading pre-trained models
- Fine-tuning on domain-specific datasets
- Transfer learning techniques
Building NLP Applications with Meta AI LLMs
- Developing chatbots and conversational AI
- Implementing text summarization and paraphrasing
- Sentiment analysis and content moderation
Optimizing and Deploying Large Language Models
- Performance tuning for inference speed
- Model compression and quantization techniques
- Deploying LLMs using APIs and cloud platforms
Ethical Considerations and Responsible AI
- Bias detection and mitigation in LLMs
- Ensuring transparency and fairness in AI models
- Future trends and developments in AI
Summary and Next Steps
Requirements
- Basic understanding of machine learning and deep learning
- Experience with Python programming
- Familiarity with natural language processing (NLP) concepts
Audience
- AI Researchers
- Data Scientists
- Machine Learning Engineers
- Software Developers interested in NLP
21 Hours
Delivery Options
Private Group Training
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- 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 €6840 online delivery, based on a group of 2 delegates, €2160 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
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