Machine Learning Input 2019

Open

Schedule

15.05.2019: 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

• 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

• https://nsynthsuper.withgoogle.com/

• https://medium.com/typeme/lets-code-a-neural-network-from-scratch-part-1-24f0a30d7d62

• https://playground.tensorflow.org/

• 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