ModsSC4172
Internet Of Things Tiny Machine Learning
In this Tiny Machine Learning (TinyML) course, students will learn the techniques to implement machine learning on resource constrained devices that are to be deployed as smart IoT devices that form the crucial end components in Edge computing.
TinyML enables very low power (mW range and below) IoT device (typically a microcontroller) to perform the ML inference on the device in real time, which enable on-device data analytics and improved response time as well as reduces power consumption since the data does not need to be forward to the Cloud for further processing.
After attending this course, the students will know the steps required to develop deep learning based applications running TensorFlow Lite for microcontroller. Students will also learn the techniques to optimize performance parameters such as latency, energy, and code size for the implementation of smart IoT devices.
TinyML enables very low power (mW range and below) IoT device (typically a microcontroller) to perform the ML inference on the device in real time, which enable on-device data analytics and improved response time as well as reduces power consumption since the data does not need to be forward to the Cloud for further processing.
After attending this course, the students will know the steps required to develop deep learning based applications running TensorFlow Lite for microcontroller. Students will also learn the techniques to optimize performance parameters such as latency, energy, and code size for the implementation of smart IoT devices.
| AUs | 3.0 AUs |
| Exam | N/A |
| Grade Type | N/A |
| Maintaining Dept | N/A |
| Prerequisites | |
| Mutually Exclusive With | CE4172 |
| Not Available To Programme | N/A |
| Not Available To All Programme With | N/A |
| Not available as Core for programmes | N/A |
| Not Available as PE for programmes | N/A |
| Not Available as BDE/UEs for programmes | N/A |
| Not Offered To | N/A |
Total hours per week: 0 hrs
Available Indexes
No indexes available for this semester
(This might be an old module not longer offered in AY24/25)
Other Relevant Mods
SC1003
Introduction To Computational Thinking & Programming
SC1004
Linear Algebra For Computing
SC1005
Digital Logic
SC1006
Computer Organisation & Architecture
SC1007
Data Structures & Algorithms
SC1013
Physics For Computing
SC1015
Introduction To Data Science & Artificial Intelligence
SC2000
Probability & Statistics For Computing
SC2001
Algorithm Design & Analysis