Monday, June 24th 2019
AI Made Easy
You've surely heard about artificial intelligence… But what is it exactly?
This half-day workshop will help you understand what artificial intelligence is:
- What's the technologies behind AI and deep neural networks
- What is the complexity of AI algorithms
- What hardware and software environment do you need to run your own AI?
Keynoters will also discuss the importance of neurosciences. In other words, how biology and brain-inspired technologies will help create greater low-power solutions leveraging spike coding, and deep learning solutions —regularization, pooling, dropout, and much more.
For who?
- Industrials
- Anyone curious about AI
Program
| 12:30 Registration & Welcome coffee |
13:30
| Panorama of Artificial Intelligence- History
- Symbolic reasonning vs Machine Learning
- Machine Learning vs. Deep Learning
Basics of Machine Learning - Learning schemes (Supervised, Unsupervised, Reinforcement…)
- Data sets
Artificial Neural Networks - Artificial neurons
- Building blocks for neural networks
- Learning rules
Speakers: Frédéric Heitzmann & Alexandre Valentian, CEA-Leti
|
| 15:15 Coffee Break |
15:45
| Software frameworks- Execution model
- Debug
- Pre-trained models
- Embedded vs. could
Hardware - Learning vs inference
- Cloud vs embedded
- CPU, GPU, FPGA, …
Trustworhty AI - Generative Adversarial Networks
- « DNN easily fooled »
Next-gen AI - Incremental learning
- Shared knowledge
- AutoML
- Common Sense
Speakers: Frédéric Heitzmann & Alexandre Valentian, CEA-Leti
|
| 17:15 End |
More info