IEEE Solid-State Circuits Magazine - Fall 2017 - 46

Vivienne Sze

Designing Hardware
for Machine Learning
The important role played by circuit designers

M

achine learn ing is becoming in -
creasingly important in this era
of big data. It enables us to extract
meaningful information from the
overwhelming amount of data being
generated and collected every day. This information can be
used to analyze and understand the data to identify trends
(e.g., surveillance and portable/wearable electronics) or to
take immediate action (e.g., robotics/drones, self-driving
Digital Object Identifier 10.1109/MSSC.2017.2745798
Date of publication: 16 November 2017

cars, and smart Internet of Things). In many applications,
embedded processing near the sensor is preferred over the
cloud due to privacy or latency concerns or limitations in
the communication bandwidth. However, sensor devices
often have stringent constraints on energy consumption
and cost in addition to throughput and accuracy require-
ments. Circuit designers can play an important role in
addressing these challenges by developing energy-effi-
cient platforms to perform the necessary processing for
machine learning. In this article, we will give a short over-
view of the key concepts in machine learning, discuss
its challenges particularly in the embedded space, and

FOOTAGE FIRM, INC.

46

FA L L 2 0 17

IEEE SOLID-STATE CIRCUITS MAGAZINE

1943-0582/17©2017IEEE



Table of Contents for the Digital Edition of IEEE Solid-State Circuits Magazine - Fall 2017

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