Page Comparison

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Image Added

Schedule

15

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09.00 to 12.00

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09:00 What is ML? (Overview)

09:15 ML Introduction & History (Luke)

10:00 First Exercise (Car Example / Role Play)

11:00 Processing Retraining Exercise

Homework: Train a Small Model that is useful to you.

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29/5/2019

09.00 to 12.00

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.05.2019: 09.15-11.30, 4.K14

• 09:15 Introduction & History
• 09:45 A Game of Weights
• 10:15 Break
• 10:30 Line Follower
• 11:15 Processing Exercise

29.05.2019: 09.15-11.30, 5.T04

• 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

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• Wekinator
• Tensorflow.js 
• Basic Neural Network in Processing
• Image Classification with Neural Networks in Processing

Example Files

• Wekinator Example
• Tensorflow.js & MQTT

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&regDataset=reg-plane&learningRate=0.003&regularizationRate=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