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"language_code": "da"
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"etc/Mindmap.md": {
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"original_hash": "f2f88dbd2debd38e26149b27b1fd272d",
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"translation_date": "2025-08-28T16:05:02+00:00",
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"original_hash": "10abe483dbfb1e1ff695848f4d2e84a8",
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"translation_date": "2026-04-20T16:28:40+00:00",
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"source_file": "etc/Mindmap.md",
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"language_code": "da"
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},
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# AI
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## [Introduktion til AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
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- AI-definition
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- AI's historie
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- AI Definition
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- AI's Historie
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- Tilgange til AI
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- Top-down/Symbolsk
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- Bottom-up/Neural
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- Evolutionær
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- Synergetisk / Fremvoksende AI
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- Bottom-up/Neuralt
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- Evolutionært
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- Synergetisk / Emergent AI
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- [Microsoft AI Business School](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
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## [Symbolsk AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
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- Videnrepræsentation
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- [Ekspertsystemer](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
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- [Ontologier](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
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- Semantisk web
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- Semantisk Web
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## [Neurale netværk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
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## [Neurale Netværk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
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- [Perceptron](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
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- [Multi-lags netværk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
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- [Introduktion til frameworks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
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- [Multi-lagede Netværk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
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- [Intro til Frameworks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
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- [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb)
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- [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.md)
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- [Overfitting](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
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- [Overtilpasning](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
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## [Computer Vision](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
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## [Computersyn](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
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- På MS Learn
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||||
- [AI Fundamentals: Udforsk Computer Vision](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
|
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- [CV med PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
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- [CV med TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
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- [Introduktion til CV. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
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- [Konvolutionelle netværk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
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- [CNN-arkitekturer](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
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- [AI Fundamentals: Udforsk Computersyn](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
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- [Computersyn med PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
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- [Computersyn med TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
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- [Intro til CV. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
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- [Konvolutionelle Netværk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
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- [CNN Arkitekturer](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
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- [Transfer Learning](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
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- [Træningstips](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
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- [Autoencoders og VAEs](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
|
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- [Træningstricks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
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- [Autoencodere og VAEs](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
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- [Generative Adversarial Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
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- [Stiloverførsel](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
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- [Objektdetektion](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
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- [Style Transfer](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
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- [Objektgenkendelse](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
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- [Segmentering](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
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|
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## [Natural Language Processing](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
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## [Naturlig Sprogbehandling](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
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- På MS Learn
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- [AI Fundamentals: Udforsk NLP](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
|
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- [NLP med PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
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@ -48,31 +48,33 @@
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- [Tekstrepræsentation](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
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- Bag of Words
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- TF/IDF
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- [Semantiske embeddings](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
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- [Semantiske Embeddings](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
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- Word2Vec
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- GloVE
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- [Sproglig modellering](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
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- [Recurrent Neural Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
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- [Sproglig Modellering](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
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- [Rekurrente Neurale Netværk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
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- LSTM
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- GRU
|
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- [Generative Recurrent Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
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- [Generative Rekurrente Netværk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
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- [Transformers og BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
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- [Named Entity Recognition](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
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- [Navngiven Entitetsgenkendelse](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
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- [Tekstgenerering og GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
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## Andre teknikker
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- [Genetiske algoritmer](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
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- [Deep Reinforcement Learning](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
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- [Multi-agent systemer](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
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## Andre Teknikker
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- [Genetiske Algoritmer](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
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- [Dyb Forstærkningsindlæring](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
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- [Multi-Agent Systemer](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
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## [AI Etik](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
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- [MS Learn om ansvarlig AI](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
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- [MS Learn om Ansvarlig AI](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
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## Ekstra
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- [Multimodale netværk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/README.md)
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- [Multimodale Netværk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/README.md)
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- [CLIP](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/Clip.ipynb)
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- DALL-E
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- VQ-GAN
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---
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<!-- CO-OP TRANSLATOR DISCLAIMER START -->
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**Ansvarsfraskrivelse**:
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Dette dokument er blevet oversat ved hjælp af AI-oversættelsestjenesten [Co-op Translator](https://github.com/Azure/co-op-translator). Selvom vi bestræber os på nøjagtighed, skal du være opmærksom på, at automatiserede oversættelser kan indeholde fejl eller unøjagtigheder. Det originale dokument på dets oprindelige sprog bør betragtes som den autoritative kilde. For kritisk information anbefales professionel menneskelig oversættelse. Vi påtager os ikke ansvar for eventuelle misforståelser eller fejltolkninger, der opstår som følge af brugen af denne oversættelse.
|
||||
Dette dokument er blevet oversat ved hjælp af AI-oversættelsestjenesten [Co-op Translator](https://github.com/Azure/co-op-translator). Selvom vi bestræber os på nøjagtighed, bedes du være opmærksom på, at automatiserede oversættelser kan indeholde fejl eller unøjagtigheder. Det oprindelige dokument på dets modersmål bør betragtes som den autoritative kilde. For kritisk information anbefales professionel menneskelig oversættelse. Vi påtager os intet ansvar for misforståelser eller fejltolkninger, der opstår som følge af brugen af denne oversættelse.
|
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<!-- CO-OP TRANSLATOR DISCLAIMER END -->
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"language_code": "sv"
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},
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"etc/Mindmap.md": {
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"original_hash": "f2f88dbd2debd38e26149b27b1fd272d",
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"translation_date": "2025-08-28T16:04:36+00:00",
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"original_hash": "10abe483dbfb1e1ff695848f4d2e84a8",
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"translation_date": "2026-04-20T16:28:09+00:00",
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"source_file": "etc/Mindmap.md",
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"language_code": "sv"
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},
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@ -4,21 +4,21 @@
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- AI-definition
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- AI:s historia
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- Tillvägagångssätt för AI
|
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- Top-down/Symbolisk
|
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- Bottom-up/Neuronal
|
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- Toppstyrd/Symbolisk
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- Bottendrivna/Neurala
|
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- Evolutionär
|
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- Synergetisk / Emergent AI
|
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- Synergetisk / Framväxande AI
|
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- [Microsoft AI Business School](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
|
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|
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## [Symbolisk AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
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- Kunskapsrepresentation
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- [Expertsystem](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
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- [Ontologier](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
|
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- Semantisk web
|
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- Semantiskt nät
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## [Neurala nätverk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
|
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- [Perceptron](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
|
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- [Flerlagers nätverk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
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- [Flernivå-nätverk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
|
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- [Introduktion till ramverk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
|
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- [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb)
|
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- [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.md)
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## [Datorseende](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
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- På MS Learn
|
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- [AI-grunder: Utforska datorseende](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
|
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- [AI Fundamentals: Utforska datorseende](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
|
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- [Datorseende med PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
|
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- [Datorseende med TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
|
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- [Introduktion till datorseende. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
|
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- [Konvolutionella nätverk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
|
||||
- [Introduktion till CV. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
|
||||
- [Konvolutionsnätverk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
|
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- [CNN-arkitekturer](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
|
||||
- [Transfer Learning](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
|
||||
- [Träningstips](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
|
||||
- [Autoencoders och VAEs](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
|
||||
- [Generativa motståndsnätverk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
|
||||
- [Träningsknep](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
|
||||
- [Autoenkodare och VAEs](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
|
||||
- [Generativa Adversariella Nätverk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
|
||||
- [Stilöverföring](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
|
||||
- [Objektdetektering](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
|
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- [Segmentering](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
|
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|
||||
## [Naturlig språkbehandling](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
|
||||
- På MS Learn
|
||||
- [AI-grunder: Utforska NLP](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
|
||||
- [AI Fundamentals: Utforska NLP](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
|
||||
- [NLP med PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
|
||||
- [NLP med TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
|
||||
- [Textrepresentation](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
|
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|
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@ -52,22 +52,20 @@
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- Word2Vec
|
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- GloVE
|
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- [Språkmodellering](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
|
||||
- [Rekurrenta neurala nätverk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
|
||||
- [Återkommande neurala nätverk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
|
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- LSTM
|
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- GRU
|
||||
- [Generativa rekurrenta nätverk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
|
||||
- [Generativa återkommande nätverk](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
|
||||
- [Transformers och BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
|
||||
- [Namngiven entity-igenkänning](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
|
||||
- [Namnentityigenkänning](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
|
||||
- [Textgenerering och GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
|
||||
|
||||
## Andra tekniker
|
||||
- [Genetiska algoritmer](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
|
||||
- [Djup förstärkningsinlärning](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
|
||||
- [Multi-agent system](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
|
||||
|
||||
## [AI-etik](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
|
||||
- [MS Learn om ansvarsfull AI](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
|
||||
|
||||
- [MS Learn om Ansvarsfull AI](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
|
||||
## Extras
|
||||
- [Multimodala nätverk](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)
|
||||
|
|
@ -76,5 +74,7 @@
|
|||
|
||||
---
|
||||
|
||||
<!-- CO-OP TRANSLATOR DISCLAIMER START -->
|
||||
**Ansvarsfriskrivning**:
|
||||
Detta dokument har översatts med hjälp av AI-översättningstjänsten [Co-op Translator](https://github.com/Azure/co-op-translator). Även om vi strävar efter noggrannhet, bör det noteras att automatiserade översättningar kan innehålla fel eller brister. Det ursprungliga dokumentet på dess originalspråk bör betraktas som den auktoritativa källan. För kritisk information rekommenderas professionell mänsklig översättning. Vi ansvarar inte för eventuella missförstånd eller feltolkningar som uppstår vid användning av denna översättning.
|
||||
Detta dokument har översatts med hjälp av AI-översättningstjänsten [Co-op Translator](https://github.com/Azure/co-op-translator). Även om vi strävar efter noggrannhet, var vänlig observera att automatiska översättningar kan innehålla fel eller felaktigheter. Originaldokumentet på dess ursprungliga språk bör betraktas som den auktoritativa källan. För kritisk information rekommenderas professionell mänsklig översättning. Vi ansvarar inte för några missförstånd eller feltolkningar som uppstår från användningen av denna översättning.
|
||||
<!-- CO-OP TRANSLATOR DISCLAIMER END -->
|
||||
|
|
@ -30,8 +30,8 @@
|
|||
"language_code": "th"
|
||||
},
|
||||
"etc/Mindmap.md": {
|
||||
"original_hash": "f2f88dbd2debd38e26149b27b1fd272d",
|
||||
"translation_date": "2025-08-29T09:30:28+00:00",
|
||||
"original_hash": "10abe483dbfb1e1ff695848f4d2e84a8",
|
||||
"translation_date": "2026-04-20T16:27:35+00:00",
|
||||
"source_file": "etc/Mindmap.md",
|
||||
"language_code": "th"
|
||||
},
|
||||
|
|
|
|||
|
|
@ -1,80 +1,80 @@
|
|||
# ปัญญาประดิษฐ์ (AI)
|
||||
# AI
|
||||
|
||||
## [แนะนำเกี่ยวกับ AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
|
||||
- ความหมายของ AI
|
||||
- ประวัติของ AI
|
||||
- แนวทางในการพัฒนา AI
|
||||
- Top-down/Symbolic
|
||||
- Bottom-up/Neural
|
||||
- Evolutionary
|
||||
- Synergetic / Emergent AI
|
||||
- [Microsoft AI Business School](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
|
||||
## [บทนำสู่ AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
|
||||
- คำนิยามของ AI
|
||||
- ประวัติศาสตร์ของ AI
|
||||
- แนวทางสู่ AI
|
||||
- แบบบนลงล่าง/เชิงสัญลักษณ์
|
||||
- แบบล่างขึ้นบน/โครงข่ายประสาทเทียม
|
||||
- แบบวิวัฒนาการ
|
||||
- แบบซินเนอร์เจติก / AI ที่เกิดขึ้นเอง
|
||||
- [โรงเรียนธุรกิจ AI ของ Microsoft](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
|
||||
|
||||
## [Symbolic AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
|
||||
- การแสดงความรู้ (Knowledge Representation)
|
||||
- การแทนความรู้
|
||||
- [ระบบผู้เชี่ยวชาญ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
|
||||
- [ออนโทโลยี](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
|
||||
- เว็บเชิงความหมาย (Semantic Web)
|
||||
- เว็บเชิงความหมาย
|
||||
|
||||
## [โครงข่ายประสาทเทียม](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
|
||||
## [Neural Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
|
||||
- [Perceptron](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
|
||||
- [โครงข่ายหลายชั้น](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
|
||||
- [แนะนำ Frameworks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
|
||||
- [บทนำสู่ 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)
|
||||
|
||||
## [การประมวลผลภาพ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
|
||||
## [Computer Vision](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
|
||||
- บน MS Learn
|
||||
- [AI พื้นฐาน: สำรวจการประมวลผลภาพ](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
|
||||
- [การประมวลผลภาพด้วย PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
|
||||
- [การประมวลผลภาพด้วย TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
|
||||
- [แนะนำการประมวลผลภาพด้วย OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
|
||||
- [โครงข่ายคอนโวลูชัน](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
|
||||
- [พื้นฐาน AI: สำรวจ Computer Vision](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
|
||||
- [CV กับ PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
|
||||
- [CV กับ TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
|
||||
- [บทนำสู่ CV. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
|
||||
- [โครงข่ายนิวรอนคอนโวลูชัน](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
|
||||
- [สถาปัตยกรรม CNN](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
|
||||
- [การเรียนรู้แบบถ่ายโอน](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
|
||||
- [เคล็ดลับการฝึกอบรม](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
|
||||
- [Autoencoders และ VAEs](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
|
||||
- [Generative Adversarial Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
|
||||
- [การเรียนรู้แบบโอนย้าย](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
|
||||
- [เทคนิคการฝึกสอน](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
|
||||
- [ออโตเอนโคเดอร์และ VAE](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
|
||||
- [โครงข่ายปฏิปักษ์สร้างสรรค์](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
|
||||
- [การถ่ายโอนสไตล์](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
|
||||
- [การตรวจจับวัตถุ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
|
||||
- [การแบ่งส่วน](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
|
||||
- [การแบ่งแยกส่วน](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
|
||||
|
||||
## [การประมวลผลภาษาธรรมชาติ (NLP)](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
|
||||
## [การประมวลผลภาษาธรรมชาติ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
|
||||
- บน MS Learn
|
||||
- [AI พื้นฐาน: สำรวจ NLP](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
|
||||
- [NLP ด้วย PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
|
||||
- [NLP ด้วย TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
|
||||
- [การแสดงข้อความ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
|
||||
- Bag of Words
|
||||
- [พื้นฐาน AI: สำรวจ NLP](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
|
||||
- [NLP กับ PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
|
||||
- [NLP กับ TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
|
||||
- [การแทนข้อความ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
|
||||
- ถุงคำ
|
||||
- TF/IDF
|
||||
- [Semantic Embeddings](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
|
||||
- [การฝังความหมาย](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
|
||||
- Word2Vec
|
||||
- GloVE
|
||||
- [การสร้างแบบจำลองภาษา](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
|
||||
- [โครงข่ายประสาทแบบวนซ้ำ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
|
||||
- [โครงข่ายนิวรอนวนซ้ำ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
|
||||
- LSTM
|
||||
- GRU
|
||||
- [โครงข่ายประสาทแบบวนซ้ำเชิงสร้างสรรค์](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
|
||||
- [โครงข่ายวนซ้ำแบบสร้างสรรค์](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
|
||||
- [Transformers และ BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
|
||||
- [การจดจำเอนทิตีที่มีชื่อ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
|
||||
- [การรู้จำเอนทิตีที่ชื่อ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
|
||||
- [การสร้างข้อความและ GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
|
||||
|
||||
## เทคนิคอื่น ๆ
|
||||
- [อัลกอริทึมเชิงพันธุกรรม](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
|
||||
- [การเรียนรู้เชิงลึกแบบเสริมกำลัง](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
|
||||
- [อัลกอริทึมทางพันธุกรรม](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
|
||||
- [การเรียนรู้เชิงเสริมลึก](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
|
||||
- [ระบบหลายตัวแทน](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
|
||||
|
||||
## [จริยธรรมของ AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
|
||||
- [MS Learn เกี่ยวกับ AI ที่มีความรับผิดชอบ](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
|
||||
|
||||
## เนื้อหาเพิ่มเติม
|
||||
- [โครงข่ายแบบมัลติโมดอล](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/README.md)
|
||||
- [MS Learn เกี่ยวกับ AI อย่างรับผิดชอบ](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
|
||||
## พิเศษ
|
||||
- [โครงข่ายมัลติโหมด](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 -->
|
||||
**ข้อจำกัดความรับผิดชอบ**:
|
||||
เอกสารนี้ได้รับการแปลโดยใช้บริการแปลภาษา AI [Co-op Translator](https://github.com/Azure/co-op-translator) แม้ว่าเราจะพยายามให้การแปลมีความถูกต้อง แต่โปรดทราบว่าการแปลอัตโนมัติอาจมีข้อผิดพลาดหรือความไม่แม่นยำ เอกสารต้นฉบับในภาษาต้นทางควรถือเป็นแหล่งข้อมูลที่เชื่อถือได้ สำหรับข้อมูลที่สำคัญ ขอแนะนำให้ใช้บริการแปลภาษามนุษย์มืออาชีพ เราจะไม่รับผิดชอบต่อความเข้าใจผิดหรือการตีความที่ผิดพลาดซึ่งเกิดจากการใช้การแปลนี้
|
||||
เอกสารฉบับนี้ได้รับการแปลโดยใช้บริการแปลภาษา AI [Co-op Translator](https://github.com/Azure/co-op-translator) แม้ว่าเราจะพยายามให้มีความถูกต้อง โปรดทราบว่าการแปลอัตโนมัติอาจมีข้อผิดพลาดหรือความคลาดเคลื่อน เอกสารต้นฉบับในภาษาดั้งเดิมควรถูกพิจารณาเป็นแหล่งข้อมูลที่เชื่อถือได้ สำหรับข้อมูลที่สำคัญ ขอแนะนำให้ใช้บริการแปลโดยมืออาชีพ เราจะไม่รับผิดชอบต่อความเข้าใจผิดหรือการตีความที่ผิดพลาดใดๆ ที่เกิดจากการใช้การแปลนี้
|
||||
<!-- CO-OP TRANSLATOR DISCLAIMER END -->
|
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Reference in New Issue