Month 13: AI Hardware and Systems

Month 13: AI Hardware and Systems

Week 1: AI Accelerators and Hardware

  • Day 1: Introduction to AI Hardware
  • Day 2: Understanding GPUs for AI
  • Day 3: Understanding TPUs and Other AI Accelerators
  • Day 4: FPGA and ASICs in AI
  • Day 5: Hardware Considerations for AI Deployment

Week 2: AI System Design

  • Day 1: Introduction to AI System Design
  • Day 2: Power and Thermal Considerations in AI Systems
  • Day 3: Memory and Storage in AI Systems
  • Day 4: Understanding Scalability in AI Systems
  • Day 5: Case Studies in AI System Design

Week 3: Edge AI and IoT

  • Day 1: Introduction to Edge AI
  • Day 2: Understanding the Internet of Things (IoT)
  • Day 3: AI at the Edge: Benefits and Challenges
  • Day 4: AI for IoT: Use Cases and Applications
  • Day 5: Practical application and a mini-project

Week 4: AI in Cloud Computing

  • Day 1: Introduction to Cloud Computing
  • Day 2: Understanding AI Services in the Cloud
  • Day 3: AI on AWS, Google Cloud, and Azure
  • Day 4: Scaling AI in the Cloud
  • Day 5: Practical application and a mini-project