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Duration 21 hours
Course Outline
Foundations of Quantum-AI Integration
- Drivers for hybrid quantum-classical intelligence
- Key opportunities and existing technological challenges
- Placing Google Willow within the broader quantum-AI ecosystem
Google Willow Architecture and Features
- System overview and toolchain composition
- Supported quantum operations and functional capabilities
- APIs facilitating advanced experimentation
Hybrid Quantum-Classical Modeling
- Task distribution between quantum and classical components
- Data encoding strategies for quantum-enhanced learning
- Workflows for state preparation and measurement
Quantum Machine Learning Algorithms
- Variational quantum circuits for AI applications
- Quantum kernels and feature mapping techniques
- Optimization loops for hybrid model refinement
Constructing Quantum-AI Pipelines with Willow
- End-to-end development of hybrid models
- Integration of Willow with TensorFlow Quantum
- Testing and validation of quantum-AI prototypes
Performance Optimization and Resource Management
- Developing AI models with noise awareness
- Navigating compute constraints in hybrid systems
- Benchmarking quantum-AI performance metrics
Applications and Emerging Use Cases
- Quantum-enhanced data analytics
- AI-driven optimization leveraging quantum acceleration
- Potential for cross-industry adoption
Future Trajectories in Quantum-AI Convergence
- Roadmaps for large-scale quantum-AI systems
- Architectural advancements and hardware evolution
- Research avenues defining the quantum-AI frontier
Conclusion and Path Forward
Requirements
- A foundational grasp of quantum computing principles
- Proficiency with machine learning frameworks
- Knowledge of hybrid quantum-classical workflows
Target Audience
- AI engineers
- Machine learning specialists
- Quantum computing researchers
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized 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 3900 € + VAT*
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