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 Duration 21 hours

Course Outline

Introduction to Quantum-AI Integration

  • The rationale behind hybrid quantum-classical intelligence.
  • Key opportunities and existing technological hurdles.
  • The position of Google Willow in the broader quantum-AI ecosystem.

Google Willow Architecture and Capabilities

  • System overview and toolchain configuration.
  • Supported quantum operations and functional features.
  • APIs designed for advanced experimentation.

Hybrid Quantum-Classical Models

  • Strategies for distributing tasks between quantum and classical components.
  • Data encoding methods for quantum-enhanced learning.
  • Workflows for state preparation and measurement.

Quantum Machine Learning Algorithms

  • Application of variational quantum circuits to AI tasks.
  • Utilizing quantum kernels and feature maps.
  • Optimization cycles for hybrid models.

Building Quantum-AI Pipelines with Willow

  • End-to-end development of hybrid models.
  • Integrating Willow with TensorFlow Quantum.
  • Testing and validating quantum-AI prototypes.

Performance Optimization and Resource Management

  • Developing AI models with noise-awareness.
  • Handling compute limitations in hybrid systems.
  • Benchmarking the performance of quantum-AI solutions.

Applications and Emerging Use Cases

  • Quantum-enhanced data analytics.
  • AI-driven optimization accelerated by quantum computing.
  • Adoption potential across various industries.

Future Trends in Quantum-AI Convergence

  • Roadmaps for large-scale quantum-AI systems.
  • Architectural innovations and hardware evolution.
  • Research directions defining the future of quantum-AI.

Summary and Next Steps

Requirements

  • A solid grasp of fundamental quantum computing principles.
  • Practical experience with machine learning frameworks.
  • Knowledge of hybrid quantum-classical workflows.

Target Audience

  • AI engineers.
  • Machine learning specialists.
  • Quantum computing researchers.

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