Developing AI Inference Solutions with the Vitis AI Platform

Implement neural networks on cloud and edge platforms using the Vitis™ AI development platform.The emphasis of this course is on:Illustrating the Vitis AI tool flow, including optimization and compilationExploring the...

Course Description

This course teaches how to implement neural networks on cloud and edge platforms using the Vitis™ AI development environment. It covers the Vitis AI tool flow, optimization and compilation, DPU architecture, pre-processing and post-processing optimization using the Vitis AI Library, custom platform creation, application development, and deployment.

The emphasis of this course is on:

• Illustrating the Vitis AI tool flow, including optimization and compilation
• Exploring architectural features of the Deep Learning Processor Unit (DPU)
• Utilizing the Vitis AI Library to optimize pre-processing and post-processing functions
• Creating a custom hardware platform and application
• Deploying a design

Training Duration

19 hours

Additional Information

• Number of Chapters: 14
• Number of Labs: 5
• Number of Demos: 0
• Current Version: 2023.1

What's New

• Focus on TensorFlow 2, PyTorch, and some ONNX
• All labs updated to the latest software versions

Chapters

Chapter 1

• Introduction to the Vitis AI Development Environment

Chapter 2

• Frameworks Supported by the Vitis AI Development Environment

Chapter 3

• Overview of ML Concepts

Chapter 4

• AI Optimizer

Chapter 5

• AI Quantizer and AI Compiler

Chapter 6

• AI Profiler

Chapter 7

• Introduction to the Deep Learning Processor Unit

Chapter 8

• DPUCZX8G Architecture Overview – Zynq Device

Chapter 9

• Vitis AI Library

Chapter 10

• Creating a Custom Hardware Platform with the DPU Using the Vivado Design Suite Flow – Edge

Chapter 11

• Creating a DPU Kernel Using the Vitis Environment Flow – Edge

Chapter 12

• Creating a Vitis Embedded Acceleration Platform

Chapter 13

• Creating a Custom Application (Edge)

Chapter 14

• Developing AI Inference Solutions with the Vitis AI Platform Quiz