80 lines
6.6 KiB
Markdown
80 lines
6.6 KiB
Markdown
# AI
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## [AI'ya Giriş](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
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- AI Tanımı
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- AI Tarihi
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- AI Yaklaşımları
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- Yukarıdan Aşağıya/Sembolik
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- Aşağıdan Yukarıya/Yapay Sinir
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- Evrimsel
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- Sinerjik / Ortaya Çıkan AI
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- [Microsoft AI İş Okulu](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
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## [Sembolik AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
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- Bilgi Temsili
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- [Uzman Sistemler](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
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- [Ontolojiler](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
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- Anlamsal Web
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## [Yapay Sinir Ağları](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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- [Çok Katmanlı Ağlar](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
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- [Çerçevelere Giriş](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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- [Aşırı Uydurma](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
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## [Bilgisayarla Görü](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
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- MS Learn üzerinde
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- [AI Temelleri: Bilgisayarla Görüyü Keşfedin](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
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- [PyTorch ile CV](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
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- [TensorFlow ile CV](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
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- [CV'ye Giriş. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
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- [Konvolüsyonel Ağlar](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
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- [CNN Mimarileri](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
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- [Transfer Öğrenme](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
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- [Eğitim Püf Noktaları](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
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- [Otoenkoderler ve VAE'ler](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
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- [Üretici Rekabetçi Ağlar](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
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- [Stil Transferi](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
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- [Nesne Algılama](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
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- [Segmentasyon](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
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## [Doğal Dil İşleme](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
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- MS Learn üzerinde
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- [AI Temelleri: Doğal Dil İşlemeyi Keşfedin](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
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- [PyTorch ile NLP](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
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- [TensorFlow ile NLP](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
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- [Metin Temsili](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
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- Kelime Torbası
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- TF/IDF
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- [Anlamsal Gömülü Temsiller](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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- [Dil Modellemesi](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
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- [Tekrarlayan Sinir Ağları](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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- [Üretici Tekrarlayan Ağlar](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
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- [Transformerlar ve BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
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- [Adlandırılmış Varlık Tanıma](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
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- [Metin Üretimi ve GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
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## Diğer Teknikler
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- [Genetik Algoritmalar](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
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- [Derin Pekiştirmeli Öğrenme](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
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- [Çoklu Ajan Sistemleri](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
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## [AI Etiği](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
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- [MS Learn'de Sorumlu 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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- [Çok Modlu Ağlar](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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