Workshop on Embedded AI: Creating More Efficient Deep Learning Models
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In collaboration with ARIC, I presented my second workshop on embedded AI. This workshop was followed by a hands-on session and hardware demonstration.
Embedded AI has many applications in healthcare, the automotive industry, and smart homes. One issue is finding suitable embedded hardware for a particular application. This workshop offers fundamentals of embeddded AI and gets you started applying models on small hardware devices!
About the event
Agenda
3:00 PM - 3:10 PM
Welcome
3:10 PM - 3:30 PM
Introduction to Embedded AI
3:30 PM - 4:00 PM
Pruning of Deep Learning Models
4:00 PM - 4:10 PM
Break
4:10 PM - 5:00 PM
Quantization of Deep Learning Models
5:00 PM - 5:10 PM
Break
5:10 PM - 6:00 PM
Hands-on Session
What to expect:
- Introduction to embedded AI and its applications 🚀
- Learn about Decision-Making Factors like accuracy, cost, memory, programming efforts, and power consumption 🔍
- Try out different models in hands-on sessions using Colab 🛠️
Who is the workshop aimed at?
The workshop is aimed at employees in small and medium-sized companies with up to 300 employees as well as administrative staff from the Hamburg metropolitan region. Other interested parties are also welcome. Is there any prerequisite knowledge or skills required to attend the event?
Is there any prerequisite knowledge or skills required to attend the event?
This workshop is designed for users who have practical experience with neural networks (especially MLP and CNN) and supervised learning and are now interested in deploying them in an embedded system. Is there any materials needed for the workshop?
Is there any materials needed for the workshop?
Attendees need to have a laptop with them for a hands-on session. We will be using Colab notebooks. What is EDIH Hamburg?
What is EDIH Hamburg?
The European Digital Innovation Hub Hamburg is an excellence initiative to strengthen the competitiveness of SMEs, mid caps & public administration in the Hamburg metropolitan region and is part of a Europe-wide program initiated and co-financed by the European Union.
Here is th link to the registeration website