80 lines
6.7 KiB
Markdown
80 lines
6.7 KiB
Markdown
# KI
|
|
|
|
## [Einführung in KI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
|
|
- KI Definition
|
|
- Geschichte der KI
|
|
- Ansätze der KI
|
|
- Top-down/Symbolisch
|
|
- Bottom-up/Neural
|
|
- Evolutionär
|
|
- Synergetisch / Emergent KI
|
|
- [Microsoft AI Business School](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
|
|
|
|
## [Symbolische KI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
|
|
- Wissensrepräsentation
|
|
- [Expertensysteme](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
|
|
- [Ontologien](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
|
|
- Semantisches Web
|
|
|
|
## [Neuronale Netze](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
|
|
- [Perzeptron](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
|
|
- [Mehrschichtige Netze](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
|
|
- [Einführung in Frameworks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
|
|
- [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb)
|
|
- [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.md)
|
|
- [Overfitting](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
|
|
|
|
## [Computervision](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
|
|
- Auf MS Learn
|
|
- [KI Grundlagen: Computervision erkunden](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
|
|
- [Computervision mit PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
|
|
- [Computervision mit TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
|
|
- [Einführung in CV. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
|
|
- [Faltungsnetze](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
|
|
- [CNN Architekturen](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
|
|
- [Transferlernen](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
|
|
- [Trainingstricks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
|
|
- [Autoencoder und VAEs](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
|
|
- [Generative Adversariale Netze](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
|
|
- [Stiltransfer](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
|
|
- [Objekterkennung](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
|
|
- [Segmentierung](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
|
|
|
|
## [Verarbeitung natürlicher Sprache](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
|
|
- Auf MS Learn
|
|
- [KI Grundlagen: Verarbeitung natürlicher Sprache erkunden](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
|
|
- [NLP mit PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
|
|
- [NLP mit TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
|
|
- [Textrepräsentation](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
|
|
- Bag of Words
|
|
- TF/IDF
|
|
- [Semantische Einbettungen](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
|
|
- Word2Vec
|
|
- GloVE
|
|
- [Sprachmodellierung](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
|
|
- [Rekurrente neuronale Netze](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
|
|
- LSTM
|
|
- GRU
|
|
- [Generative rekurrente Netze](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
|
|
- [Transformers und BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
|
|
- [Named Entity Recognition](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
|
|
- [Textgenerierung und GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
|
|
## Andere Techniken
|
|
- [Genetische Algorithmen](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
|
|
- [Deep Reinforcement Learning](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
|
|
- [Multi-Agentensysteme](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
|
|
|
|
## [KI Ethik](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
|
|
- [MS Learn zu verantwortungsvoller KI](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
|
|
## Extras
|
|
- [Multimodale Netzwerke](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/README.md)
|
|
- [CLIP](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/Clip.ipynb)
|
|
- DALL-E
|
|
- VQ-GAN
|
|
|
|
---
|
|
|
|
<!-- CO-OP TRANSLATOR DISCLAIMER START -->
|
|
**Haftungsausschluss**:
|
|
Dieses Dokument wurde mithilfe des KI-Übersetzungsdienstes [Co-op Translator](https://github.com/Azure/co-op-translator) übersetzt. Obwohl wir auf Genauigkeit achten, beachten Sie bitte, dass automatisierte Übersetzungen Fehler oder Ungenauigkeiten enthalten können. Das Originaldokument in seiner ursprünglichen Sprache ist als maßgebliche Quelle zu betrachten. Für kritische Informationen wird eine professionelle menschliche Übersetzung empfohlen. Wir übernehmen keine Haftung für Missverständnisse oder Fehlinterpretationen, die aus der Verwendung dieser Übersetzung entstehen.
|
|
<!-- CO-OP TRANSLATOR DISCLAIMER END --> |