Deep Dive into AI Hardware for Electrical Engineers

Explore the specialized hardware powering the AI revolution, from GPUs and FPGAs to ASICs and neuromorphic architectures, and learn how to design and optimize AI systems for performance, power, and security.

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Introduction to AI Hardware and Computer Architecture Fundamentals

Unit 1: AI Hardware Landscape

Unit 2: Computer Architecture Review

GPU Architecture and CUDA Programming for Deep Learning

Unit 1: GPU Architecture Fundamentals

Unit 2: Introduction to CUDA Programming

Unit 3: CUDA Kernel Optimization Techniques

FPGA-based AI Acceleration and ASIC Design

Unit 1: Introduction to FPGA-based AI Acceleration

Unit 2: Introduction to ASIC Design for AI

Emerging Architectures, Memory Technologies, and Interconnects for AI

Unit 1: Neuromorphic Computing Fundamentals

Unit 2: Memory Technologies for AI

Unit 3: Interconnect Technologies in AI Systems