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 Duration 21 hours

Course Outline

Introduction to Quantum-AI Integration

  • Drivers for adopting hybrid quantum-classical intelligence
  • Key opportunities and existing technological hurdles
  • Strategic positioning of Google Willow in the quantum-AI ecosystem

Google Willow Architecture and Capabilities

  • Overview of the system and its toolchain architecture
  • Supported quantum operations and available features
  • APIs enabling advanced experimentation

Hybrid Quantum-Classical Models

  • Strategies for partitioning tasks between quantum and classical components
  • Data encoding approaches 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 loops tailored 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 noise-aware AI models
  • Managing compute constraints within hybrid systems
  • Benchmarking performance in quantum-AI contexts

Applications and Emerging Use Cases

  • Data analysis enhanced by quantum computing
  • AI-driven optimization powered by quantum acceleration
  • Potential for cross-industry adoption

Future Trends in Quantum-AI Convergence

  • Roadmaps for deploying large-scale quantum-AI systems
  • Advances in architecture and hardware evolution
  • Research directions defining the future of quantum-AI

Summary and Next Steps

Requirements

  • A solid grasp of fundamental quantum computing concepts
  • Hands-on experience with machine learning frameworks
  • Working familiarity with hybrid quantum-classical workflows

Target Audience

  • AI Engineers
  • Machine Learning Specialists
  • Quantum Computing Researchers

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