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Schedule
15.05.2019
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: 09.
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15-
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11.
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30, 4.K14
- 09:
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09:15 ML Introduction & History (Luke)
10:00 First Exercise (Car Example / Role Play)
11:00 Processing Retraining Exercise
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- 15 Introduction & History
- 09:45 A Game of Weights
- 10:15 Break
- 10:30 Line Follower
- 11:15 Processing Exercise
29.05.2019
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: 09.
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15-
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11.
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30, 5.T04
Short Presentation of Trained Models
- Future Scenarios
- Ethics (Thought Experiments)
- GAI (Deepmind, OpenAI)
- Final Thoughts
Links
Videos
- Alpha Star (Deepmind SC2)
- Google Duplex
- Character Control
- Boston Dynamics
- Testla Autopilot
- NVIDIA Image
- Dreamcatcher
Tools
- http://www.wekinator.org/
- https://js.tensorflow.org/
- basic neural network in processing
- Image classification with neural nets Wekinator
- Tensorflow.js
- Basic Neural Network in Processing
- Image Classification with Neural Networks in Processing
Example Files
Tutorials
- https://www.youtube.com/watch?v=pqY_Tn2SIVA&index=0&list=PLRqwX-V7Uu6Zs14zKVuTuit6jApJgoYZQ
- https://github.com/CodingTrain/Toy-Neural-Network-JS
Machine Learning References
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- https://nsynthsuper.withgoogle.com/
- https://medium.com/typeme/lets-code-a-neural-network-from-scratch-part-1-24f0a30d7d62
- https://playground.tensorflow.org/#activation=relu&batchSize=1&dataset=spiral®Dataset=reg-plane&learningRate=0.003®ularizationRate=0&noise=0&networkShape=8,8,8,8,8,8&seed=0.51551&showTestData=false&discretize=false&percTrainData=90&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false
- http://neuralnetworksanddeeplearning.com/index.html
- http://ml4a.github.io/ml4a/
- https://experiments.withgoogle.com/ai
- (https://play.google.com/store/apps/details?id=com.google.android.apps.handwriting.ime&hl=en
- https://quickdraw.withgoogle.com/
AI Ethics and Safety
- Bias & Datasets (Inaccuracy, Inclusive Design)
- Facial Recognition Data: https://youtu.be/mxektG_wU4w
- Machine Learning and Human Bias: https://youtu.be/59bMh59JQDo
- Computer, die über Asyl (mit)entscheiden: https://youtu.be/My-Xxq1K3oA
- Super Intelligence (Exaggeration, Forward Thinking)
- Stamp Collector: https://youtu.be/tcdVC4e6EV4?t=153
- AI Stop Button: https://youtu.be/3TYT1QfdfsM?t=38
- Facebook Clicks: https://after-on.com/episodes-31-60/047 (14:30)
- Weaponization (Negative Usage vs. Intended Usage)
- Slaughterbots: https://youtu.be/9fa9lVwHHqg