Get in Touch
 Duration 21 hours

Course Outline

Foundations of Quantum-AI Integration

  • Drivers behind hybrid quantum-classical intelligence
  • Primary opportunities and existing technological hurdles
  • Strategic positioning of Google Willow in the quantum-AI sector

Google Willow: Architecture and Capabilities

  • System overview and toolchain composition
  • Supported quantum operations and feature sets
  • APIs designed for advanced experimentation

Hybrid Quantum-Classical Modeling

  • Distributing workloads between quantum and classical units
  • Encoding strategies for quantum-boosted learning
  • State preparation and measurement protocols

Quantum Machine Learning Algorithms

  • Variational quantum circuits for AI applications
  • Quantum kernels and feature mapping techniques
  • Optimization cycles for hybrid architectures

Architecting Quantum-AI Pipelines with Willow

  • End-to-end development of hybrid models
  • Integration of Willow with TensorFlow Quantum
  • Validation and testing of quantum-AI prototypes

Performance Tuning and Resource Governance

  • Developing AI models with noise awareness
  • Navigating compute limits in hybrid environments
  • Performance benchmarking for quantum-AI systems

Applications and Emerging Scenarios

  • Data analysis enhanced by quantum processing
  • AI-driven optimization accelerated by quantum capabilities
  • Potential for cross-industry implementation

Future Trajectories in Quantum-AI Convergence

  • Roadmaps for large-scale quantum-AI infrastructure
  • Architectural innovations and hardware progression
  • Key research areas defining the quantum-AI frontier

Conclusions and Forward Path

Requirements

  • Solid grasp of quantum computing principles
  • Practical experience with machine learning frameworks
  • Proficiency in hybrid quantum-classical workflows

Intended Participants

  • AI Engineers
  • Machine Learning Specialists
  • Quantum Computing Researchers

Number of participants


Price per participant

Upcoming Courses

Related Categories