• Conference
    Jan 30-Feb 1, 2018
  • Expo
    Jan 31-Feb 1, 2018
  • Santa Clara Convention
    Center
    | Santa Clara, CA

DesignCon 2018 Schedule Builder

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Tutorial – Introduction to Machine Learning and Its Applications in High Speed Serial Link Design & Analysis

  • Zao Liu (Staff Design Engineer, Xilinx)
Location: Ballroom A
Pass Types: All Access Pass, Alumni All Access Pass - Get your pass now!
Track: 08. Optimizing High-Speed Serial Design
Audience Level: All
Format: 3-Hour Tutorial
Audience Level: All
Recording: TBD

This tutorial will give a brief review of the general trend of machine learning techniques. It will cover the fundamental and widely used machine learning techniques, which includes classical machine learning algorithms as well as deep neural networks. Some recent research highlights that have immediate impacts on neural network training will be discussed. The tutorial will also provide application examples in SerDes design and analysis using different machine learning approaches. Finally, the related benefit and challenges in using machine learning in link design and analysis is also identified and evaluated.

Takeaway

Basics of machine learning algorithms like logistic regression, PCA, EM, and neural networks.
Application examples of using machine learning in serial link design and analysis.

Intended Audience

Linear algebra, Calculus, High speed link design