logo Training

TinyML and Efficient Deep Learning Computing | MIT 6.S965 Fall 2022

Total of 41 lessons ,1 days and 19 hours and 37 minutes and 26 seconds
Profile

Have you found it difficult to deploy neural networks on mobile devices and IoT devices? Have you ever found it too slow to train neural networks? This course is a deep dive into efficient machine learning techniques that enable powerful deep learning applications on resource-constrained devices. Topics cover efficient inference techniques, including model compression, pruning, quantization, neural architecture search, and distillation; and efficient training techniques, including gradient compression and on-device transfer learning; followed by application-specific model optimization techniques for videos, point cloud, and NLP; and efficient quantum machine learning. Students will get hands-on experience implementing deep learning applications on microcontrollers, mobile phones, and quantum machines with an open-ended design project related to mobile AI.

Chapters
Unfold

You Might Like

Recommended Posts

Mobile 6, a program displayed at the front hides the OK and × buttons, but the × button often still appears. Please help me
Mobile 6, a program displayed at the front hides the OK and × buttons, but the × button often still appears. After clicking other programs in the start menu, it disappears. I suspect that it was left
frankwz Embedded System
Ultrasonic receiving circuit
I want to make an ultrasonic receiving circuit, but the waveform from the comparator is very strange. After amplification, the waveform is normal. I want to ask what is the reason
井子92 Analog electronics
Give a graduation project topic
I'm graduating this year, and the school requires me to do a graduation project, something related to electronics, preferably a combination of software and hardware, and the topic shouldn't be too dif
zjh12040033 MCU
Question: Why does the frame rate of the camera drop when the light is dim?
The cameras I have are all like this. When the light is a little dim, the frame rate drops to about 12, and there is also ghosting, which is quite annoying. I would like to know why this happens. Coul
huoyunbx Embedded System
When using pwm to control the power of the heating wire, is it better to use a thyristor or a solid-state relay?
Hello everyone, I want to ask how to use PWM wave to control the power of the heating wire. The period of PWM wave is about 33ms. Is it better to use thyristor or solid state relay? Will too frequent
你猜 Analog electronics
TPS54531 output interference problem
Circuit diagram:Input voltage: 7.4V, output 6V, 1A. The output waveform measured by oscilloscope is as follows:With such a large interference, the power supply is completely unusable. Please help me f
樊旭超 Power technology
Recommended Content
Web users are watching Change
MoreHot Articles

EEWorld
subscription
account

EEWorld
service
account

Automotive
development
circle

About Us Customer Service Contact Information Datasheet Sitemap LatestNews


Room 1530, 15th Floor, Building B, No.18 Zhongguancun Street, Haidian District, Beijing, Postal Code: 100190 China Telephone: 008610 8235 0740

Copyright © 2005-2024 EEWORLD.com.cn, Inc. All rights reserved 京B2-20211791 京ICP备10001474号-1 电信业务审批[2006]字第258号函 京公网安备 11010802033920号