ML/AI Essentials for Hardware Engineers

Overview Key Features Offering Brief What's Included Ordering Information Documentation & Resources Markets

FPGA Authority

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This foundational course provides hardware engineers, FPGA designers, and embedded software engineers with the machine learning and deep learning knowledge required to participate effectively in AI hardware acceleration projects. Starting from first principles of supervised learning and progressing through convolutional neural networks, Transformer architectures, quantization mathematics, and the end to end model development and deployment lifecycle, participants build the vocabulary and intuition needed to engage in hardware focused AI work. The presentation material is complimented with hands on lab exercises. Concepts are reinforced through examples such as; parameter counts, FLOP budgets, memory bandwidth demands, and precision tradeoffs so that students leave ready to engage directly with Altera AI Suite and HLS based accelerator development.

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Key Features

Offering Brief

Device Family	Agilex™ 3 FPGA C-Series, Agilex™ 5 FPGA D-Series, Agilex™ 5 FPGA E-Series, Agilex™ 7 FPGA F-Series, Agilex™ 7 FPGA I-Series, Agilex™ 7 FPGA M-Series, Agilex™ 9 FPGA Direct RF-Series, Arria® 10 Bare Die, Arria® 10 GT FPGA, Arria® 10 GX FPGA, Arria® 10 SX FPGA, Arria® V GT FPGA, Arria® V GX FPGA, Arria® V GZ FPGA, Arria® V ST FPGA, Arria® V SX FPGA, Cyclone® 10 GX FPGA, Cyclone® 10 LP FPGA, Cyclone® IV E FPGA, Cyclone® IV GX FPGA, Cyclone® V E FPGA, Cyclone® V GT FPGA, Cyclone® V GX FPGA, Cyclone® V SE FPGA, Cyclone® V ST FPGA, Cyclone® V SX FPGA, MAX® 10 FPGA, Stratix® 10 AX FPGA, Stratix® 10 Bare Die, Stratix® 10 GX FPGA, Stratix® 10 SX FPGA, Stratix® 10 TX FPGA, Stratix® IV GX FPGA
Offering Status	Production
Prerequisites	Python 3 programming, basic linear algebra, basic calculus, digital logic fundamentals and some experience with Linux command line. No prior machine learning experience required.
Languages	English
Target Audience	Hardware and Software Engineers, FPGA Designers, Verification Engineers, System Architects
Duration	2 Days
Hands On Lab	True
OS Support	Windows,Linux

PDF of slides, lab manual and lab files where applicable

Ordering Information