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Course Outline
Introduction to Multimodal AI
- Overview of multimodal AI and real-world applications
- Challenges in integrating text, image, and audio data
- State-of-the-art research and advancements
Data Processing and Feature Engineering
- Handling text, image, and audio datasets
- Preprocessing techniques for multimodal learning
- Feature extraction and data fusion strategies
Building Multimodal Models with PyTorch and Hugging Face
- Introduction to PyTorch for multimodal learning
- Using Hugging Face Transformers for NLP and vision tasks
- Combining different modalities in a unified AI model
Implementing Speech, Vision, and Text Fusion
- Integrating OpenAI Whisper for speech recognition
- Applying DeepSeek-Vision for image processing
- Fusion techniques for cross-modal learning
Training and Optimizing Multimodal AI Models
- Model training strategies for multimodal AI
- Optimization techniques and hyperparameter tuning
- Addressing bias and improving model generalization
Deploying Multimodal AI in Real-World Applications
- Exporting models for production use
- Deploying AI models on cloud platforms
- Performance monitoring and model maintenance
Advanced Topics and Future Trends
- Zero-shot and few-shot learning in multimodal AI
- Ethical considerations and responsible AI development
- Emerging trends in multimodal AI research
Summary and Next Steps
Requirements
- Strong understanding of machine learning and deep learning concepts
- Experience with AI frameworks like PyTorch or TensorFlow
- Familiarity with text, image, and audio data processing
Audience
- AI developers
- Machine learning engineers
- Researchers
21 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 €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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Public Training
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