80 lines
6.6 KiB
Markdown
80 lines
6.6 KiB
Markdown
# AI
|
|
|
|
## [Sissejuhatus tehisintellekti](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
|
|
- AI definitsioon
|
|
- AI ajalugu
|
|
- Lähenemised AI-le
|
|
- Ülalt alla / sümboolne
|
|
- Alt üles / närvivõrk
|
|
- Evolutsiooniline
|
|
- Sünteetiline / tekkeline AI
|
|
- [Microsofti AI ärikool](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
|
|
|
|
## [Sümboolne AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
|
|
- Teadmiste esitus
|
|
- [Ekspertsüsteemid](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
|
|
- [Ontoloogiad](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
|
|
- Semantiline veeb
|
|
|
|
## [Närvivõrgud](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
|
|
- [Perseptron](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
|
|
- [Mitmekihilised võrgud](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
|
|
- [Raamistike tutvustus](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)
|
|
- [Üleõppimine](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
|
|
|
|
## [Arvutinägemine](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
|
|
- MS Learni all
|
|
- [AI alused: avasta arvutinägemist](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
|
|
- [Arvutinägemine PyTorchiga](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
|
|
- [Arvutinägemine TensorFlowga](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
|
|
- [Tutvustus arvutinägemisele. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
|
|
- [Konvolutsioonvõrgud](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
|
|
- [CNN arhitektuurid](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
|
|
- [Ülekanne õppimine](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
|
|
- [Treeningtrikid](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
|
|
- [Autoenkooderid ja VAE-d](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
|
|
- [Generatiivsed vastanduvad võrgud](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
|
|
- [Stiili ülekandmine](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
|
|
- [Objekti tuvastamine](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
|
|
- [Segmentatsioon](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
|
|
|
|
## [Loodusliku keele töötlemine](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
|
|
- MS Learni all
|
|
- [AI alused: avasta NLP](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
|
|
- [NLP PyTorchiga](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
|
|
- [NLP TensorFlowga](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
|
|
- [Teksti esitus](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
|
|
- Sõnakorv
|
|
- TF/IDF
|
|
- [Semantilised manused](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
|
|
- Word2Vec
|
|
- GloVE
|
|
- [Keele modelleerimine](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
|
|
- [Tagasikäiguga närvivõrgud](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
|
|
- LSTM
|
|
- GRU
|
|
- [Generatiivsed tagasikäiguga võrgud](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
|
|
- [Transformers ja BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
|
|
- [Nimega üksuste tuvastamine](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
|
|
- [Teksti genereerimine ja GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
|
|
## Muud tehnikad
|
|
- [Geneetilised algoritmid](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
|
|
- [Sügav tugevdatud õppimine](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
|
|
- [Mitmeagendilised süsteemid](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
|
|
|
|
## [AI eetika](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
|
|
- [MS Learni kursus vastutustundlikust AI-st](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
|
|
## Lisad
|
|
- [Multimodaalsed võrgud](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 -->
|
|
**Vastutusest loobumine**:
|
|
See dokument on tõlgitud tehisintellekti tõlketeenuse [Co-op Translator](https://github.com/Azure/co-op-translator) abil. Kuigi püüame täpsust, palun pange tähele, et automatiseeritud tõlked võivad sisaldada vigu või ebatäpsusi. Originaaldokument selle algkeeles tuleks pidada autoriteetseks allikaks. Olulise teabe puhul soovitatakse kasutada professionaalset inimtõlget. Me ei vastuta selle tõlke kasutamisest tulenevate arusaamatuste või valesti mõistmiste eest.
|
|
<!-- CO-OP TRANSLATOR DISCLAIMER END --> |