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Keras Examples

https://github.com/keras-team/keras/tree/master/examples


einfaches perceptron (schöne skizzen): https://github.com/nature-of-code/NOC-S17-2-Intelligence-Learning/blob/master/week4-neural-networks/perceptron.pdf

ADVERSARIAL ATTACKS

KNN's sind extrem anfällig für...

WHITE BOX ATTACKS

Untargeted Adversarial Attacks

Adversarial attacks that just want your model to be confused and predict a wrong class are called Untargeted Adversarial Attacks.

  • nicht zielgerichtet

Fast Gradient Sign Method(FGSM)

FGSM is a single step attack, ie.. the perturbation is added in a single step instead of adding it over a loop (Iterative attack).

Basic Iterative Method

Störung, anstatt in einem einzelnen Schritt in mehrere kleinen Schrittgrößen anwenden

Iterative Least-Likely Class Method

ein Bild erstellen, welches in der Vorhersage den niedrigsten Score trägt

Targeted Adversarial Attacks

Attacks which compel the model to predict a (wrong) desired output are called Targeted Adversarial attacks

  • zielgerichtet

(Un-)Targeted Adversarial Attacks

kann beides...

Projected Gradient Descent (PGD)

Eine Störung finden die den Verlust eines Modells bei einer bestimmten Eingabe maximiert:

BLACK BOX ATTACKS

on computer vision

propose zeroth order optimization (ZOO)

Black-Box Attacks using Adversarial Samples

  • a technique that uses the victim model as an oracle to label a synthetic training set for the substitute, so the attacker need not even collect a training set to mount the attack

new Tesla Hack

on voice (ASR)

hidden voice commands

Psychoacoustic Hiding (Attacking Speech Recognition)

on written text (NLP)

paraphrasing attacks

Anti Surveillance

http://dismagazine.com/dystopia/evolved-lifestyles/8115/anti-surveillance-how-to-hide-from-machines/

libraries

ETHICS

XAI

XAI/NLG


Bedeutung:



XAI durch Sprachrationalisierung

LANGUAGE

Konstruierte, bzw. Künstliche Sprachen

esoterische (KI) Programmiersprachen

Computer und Literatur

Florian Cramer:

KI und Literatur

https://www.faz.net/aktuell/feuilleton/buecher/literatur-und-ki-vernunft-ist-auch-eine-herzenssache-16079038.html?printPagedArticle=true#void

AI-Poetry Examples...

(KI-generierte) Krypto

NLU / NLI

NLP

Speech recognition

https://de.wikipedia.org/wiki/Spracherkennung

NLG

https://byteacademy.co/blog/overview-NLG

(un-)supervised techniques

LSTM

http://colah.github.io/posts/2015-08-Understanding-LSTMs/

LSTM+RNN

Autoencoder

https://www.wired.co.uk/article/google-artificial-intelligence-poetry

LSTM+Autoencoder

GAN

https://arxiv.org/abs/1705.10929

transformer-based language model

OpenAI's gpt-2:

Diskussion:


datenbanken

deutsch:

englisch:

E2E NLG Challenge:

chatbots

Toolkits/Librarys

tryouts:

REPRODUKTIVE KI

https://www.sir-apfelot.de/kuenstliche-intelligenz-erschafft-neue-ki-systeme-10436/