The 2022 African Regional Workshop on SciTinyML: Scientific Use of Machine Learning on Low-Power Devices was run virtually from April 25-29, 2022.
We hope you enjoyed the workshop!
| Day | Date | Topics | Speakers and Materials |
|---|---|---|---|
| Day 1 | Monday | Introduction to Embedded ML (tinyML) 1:00:00 PM Conference Opening and Schedule 1:20:00 PM Keynote - Vijay Janpa Reddi 2:15:00 PM Introduction to Machine Learning 3:50:00 PM Day Closing |
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| Day 2 | Tuesday | Hands-on Embedded ML - Anomaly Detection with Edge Impulse 1:00:00 PM Day Opening 1:05:00 PM Introduction to Edge Impulse 1:20:00 PM Connecting the TinyML Kit and Edge Impulse 1:35:00 PM Supervised Learning and Motion Classification 1:50:00 PM Hands-on Motion Classification 2:35:00 PM Unsupervised Learning and Anomaly Detection 2:50:00 PM Hands-on Anomaly Detection 3:35:00 PM Conclusion and Q&A 3:55:00 PM Day Closing |
Marcelo Rovai
of UNIFEI
and
Shawn Hymel of Edge Impulse
Slides Part 1 | Part 2 | Part 3 | Part 4 | Part 5 | Part 6 | Video |
| Day 3 | Wednesday | Hands-on Computer Vision and Applications of TinyML 1:00:00 PM Day Opening 1:05:00 PM Convolutions for Hands-on Computer Vision 2:50:00 PM Farmland Pest Detection with UAVs 3:10:00 PM Cotton Leaf Anomaly Detection 3:30:00 PM Foot and Mouth Disease Detection in Cattle 3:50:00 PM Day Closing |
Brian Plancher
of Harvard University
and
of Barnard College, Columbia University
Slides as PDF | as Google Slides | Video |
| Day 4 | Thursday | Hands-on Key Word Spotting and Ethical TinyML 1:00:00 PM Day Opening 1:05:00 PM Data Pre-Processing for Hands-on Keyword Spotting 2:45:00 PM Responsible AI 3:50:00 PM Day Closing |
Brian Plancher
of Harvard University
and
of Barnard College, Columbia University
Slides as PDF | as Google Slides | Pre-Recorded Video | Video with Q&A led by Marcelo and Marco |
| Day 5 | Friday | Applications of TinyML for Africa 1:00:00 PM Day Opening 1:05:00 PM UNESCO and Disaster Response 1:35:00 PM ITU AI/ML in 5G Challenge 1:50:00 PM Detecting Powerline Noise with Low-Cost Sensors 2:10:00 PM Wildfire Detection 2:30:00 PM Self Diagnostic Kit for Respiratory Diseases 2:50:00 PM Low Cost River Water Quality Monitoring System 3:10:00 PM Anti Poaching Device 3:30:00 PM AI Africa Consortium 3:50:00 PM Workshop Closing |
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