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Neuromorphic Computing: The
Future of Intelligent Processing
Bridging Biology and Technology
[Your Name and Affiliation]
Introduction
• - Define neuromorphic computing.
• - Highlight its inspiration from the human
brain.
• - Briefly state its importance in modern
computing.
Why Neuromorphic Computing?
• - Challenges of traditional von Neumann
architectures:
• - Energy inefficiency
• - Limited scalability
• - Slow real-time performance
• - Need for brain-inspired systems.
Biological Inspiration
• - Overview of the human brain:
• - Neurons and synapses.
• - Spike-based communication.
• - Parallelism in the brain.
Key Features
• - Spiking Neural Networks (SNNs).
• - Event-driven architecture.
• - Learning mechanisms (e.g., synaptic
plasticity).
• - Energy efficiency.
Architecture of Neuromorphic
Systems
• - Neurons, synapses, and interconnections.
• - Differences from conventional architectures.
• - Overview of parallel and distributed
computing in neuromorphic systems.
Hardware Overview
• - Brief history of neuromorphic chips.
• - Examples:
• - IBM TrueNorth
• - Intel Loihi
• - SpiNNaker.
IBM TrueNorth
• - Description and features.
• - Number of neurons and synapses supported.
• - Key applications.
Intel Loihi
• - Description and architecture.
• - Focus on on-chip learning.
• - Power efficiency and scalability.
SpiNNaker
• - Architecture and design philosophy.
• - Scalability and biological simulation
applications.

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Neuromorphic_Computing_Presentation.pptx

  • 1. Neuromorphic Computing: The Future of Intelligent Processing Bridging Biology and Technology [Your Name and Affiliation]
  • 2. Introduction • - Define neuromorphic computing. • - Highlight its inspiration from the human brain. • - Briefly state its importance in modern computing.
  • 3. Why Neuromorphic Computing? • - Challenges of traditional von Neumann architectures: • - Energy inefficiency • - Limited scalability • - Slow real-time performance • - Need for brain-inspired systems.
  • 4. Biological Inspiration • - Overview of the human brain: • - Neurons and synapses. • - Spike-based communication. • - Parallelism in the brain.
  • 5. Key Features • - Spiking Neural Networks (SNNs). • - Event-driven architecture. • - Learning mechanisms (e.g., synaptic plasticity). • - Energy efficiency.
  • 6. Architecture of Neuromorphic Systems • - Neurons, synapses, and interconnections. • - Differences from conventional architectures. • - Overview of parallel and distributed computing in neuromorphic systems.
  • 7. Hardware Overview • - Brief history of neuromorphic chips. • - Examples: • - IBM TrueNorth • - Intel Loihi • - SpiNNaker.
  • 8. IBM TrueNorth • - Description and features. • - Number of neurons and synapses supported. • - Key applications.
  • 9. Intel Loihi • - Description and architecture. • - Focus on on-chip learning. • - Power efficiency and scalability.
  • 10. SpiNNaker • - Architecture and design philosophy. • - Scalability and biological simulation applications.