diff --git a/README.md b/README.md index 21eabce7..e54db339 100644 --- a/README.md +++ b/README.md @@ -87,7 +87,7 @@ For a gentle introduction to *AI in the Cloud* topics you may consider taking th 17Generative Recurrent NetworksTextPyTorchTensorFlowLab 18Transformers. BERT.TextPyTorchTensorFlow 19Named Entity RecognitionTextTensorFlowLab -20Large Language Models, Prompt Programming and Few-Shot TasksTextPyTorch +20Large Language Models, Prompt Programming and Few-Shot TasksTextPyTorch VIOther AI Techniques 21Genetic AlgorithmsTextNotebook 22Deep Reinforcement LearningTextTensorFlowLab diff --git a/etc/Mindmap.html b/etc/Mindmap.html index 616bce4f..40d97dfe 100644 --- a/etc/Mindmap.html +++ b/etc/Mindmap.html @@ -20,6 +20,6 @@ - + diff --git a/etc/Mindmap.md b/etc/Mindmap.md index 3aca9761..69f435b9 100644 --- a/etc/Mindmap.md +++ b/etc/Mindmap.md @@ -16,55 +16,55 @@ - [Ontologies](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb) - Semantic Web -## [Neural Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/3-NeuralNetworks/README.md) - - [Perceptron](https://github.com/microsoft/AI-For-Beginners/blob/main/3-NeuralNetworks/03-Perceptron/README.md) - - [Multi-Layered Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/3-NeuralNetworks/04-OwnFramework/README.md) - - [Intro to Frameworks](https://github.com/microsoft/AI-For-Beginners/blob/main/3-NeuralNetworks/05-Frameworks/README.md) - - [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb) - - [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/3-NeuralNetworks/05-Frameworks/IntroKerasTF.md) - - [Overfitting](https://github.com/microsoft/AI-For-Beginners/blob/main/3-NeuralNetworks/05-Frameworks/Overfitting.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) + - [Multi-Layered Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md) + - [Intro to 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) -## [Computer Vision](https://github.com/microsoft/AI-For-Beginners/blob/main/4-ComputerVision/README.md) +## [Computer Vision](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md) - On MS Learn - [AI Fundamentals: Explore Computer Vision](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-57639-dmitryso) - [CV with PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-57639-dmitryso) - [CV with TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-57639-dmitryso) - [Intro to CV. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md) - - [Convolutional Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/4-ComputerVision/07-ConvNets/README.md) - - [CNN Architectures](https://github.com/microsoft/AI-For-Beginners/blob/main/4-ComputerVision/07-ConvNets/CNN_Architectures.md) - - [Trasnsfer Learning](https://github.com/microsoft/AI-For-Beginners/blob/main/4-ComputerVision/08-TransferLearning/README.md) - - [Training Tricks](https://github.com/microsoft/AI-For-Beginners/blob/main/4-ComputerVision/08-TransferLearning/TrainingTricks.md) - - [Autoencoders and VAEs](https://github.com/microsoft/AI-For-Beginners/blob/main/4-ComputerVision/09-Autoencoders/README.md) - - [Generative Adversarial Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/4-ComputerVision/10-GANs/README.md) + - [Convolutional Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md) + - [CNN Architectures](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md) + - [Trasnsfer Learning](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md) + - [Training Tricks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md) + - [Autoencoders and 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) - [Style Transfer](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb) - [Object Detection](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md) - [Segmentation](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md) -## [Natural Language Processing](https://github.com/microsoft/AI-For-Beginners/blob/main/5-NLP/README.md) +## [Natural Language Processing](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md) - On MS Learn - [AI Fundamentals: Explore NLP](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-57639-dmitryso) - [NLP with PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-57639-dmitryso) - [NLP with TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-57639-dmitryso) - - [Text Representation](https://github.com/microsoft/AI-For-Beginners/blob/main/5-NLP/13-TextRep/README.md) + - [Text Representation](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md) - Bag of Words - TF/IDF - - [Semantic Embeddings](https://github.com/microsoft/AI-For-Beginners/blob/main/5-NLP/14-Embeddings/README.md) + - [Semantic Embeddings](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md) - Word2Vec - GloVE - - [Language Modeling](https://github.com/microsoft/AI-For-Beginners/blob/main/5-NLP/15-LanguageModeling) - - [Recurrent Neural Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/5-NLP/16-RNN/README.md) + - [Language Modeling](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling) + - [Recurrent Neural Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md) - LSTM - GRU - - [Generative Recurrent Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/5-NLP/17-GenerativeNetworks/README.md) - - [Transformers and BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/5-NLP/18-Transformers/README.md) + - [Generative Recurrent Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md) + - [Transformers and 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) - [Text Generation and GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md) ## Other Techniques - - [Genetic Algorithms](https://github.com/microsoft/AI-For-Beginners/blob/main/6-Other/21-GeneticAlgorithms/README.md) + - [Genetic Algorithms](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-Agent Systems](https://github.com/microsoft/AI-For-Beginners/blob/main/6-Other/23-MultiagentSystems/README.md) + - [Multi-Agent Systems](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md) -## [AI Ethics](https://github.com/microsoft/AI-For-Beginners/blob/main/7-Ethics/README.md) +## [AI Ethics](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md) - [MS Learn on Responsible AI](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-57639-dmitryso) ## Extras - [Multimodal Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/README.md) diff --git a/etc/Mindmap.svg b/etc/Mindmap.svg index b93d913f..6d56245a 100644 --- a/etc/Mindmap.svg +++ b/etc/Mindmap.svg @@ -1 +1 @@ -
VQ-GAN
DALL-E
CLIP
GRU
LSTM
GloVE
Word2Vec
TF/IDF
Bag of Words
NLP with TensorFlow
NLP with PyTorch
AI Fundamentals: Explore NLP
Training Tricks
CNN Architectures
CV with TensorFlow
CV with PyTorch
AI Fundamentals: Explore Computer Vision
Overfitting
TensorFlow
PyTorch
Synergetic / Emergent AI
Evolutionary
Bottom-up/Neural
Top-down/Symbolic
Multimodal Networks
MS Learn on Responsible AI
Multi-Agent Systems
Deep Reinforcement Learning
Genetic Algorithms
Text Generation and GPT
Named Entity Recognition
Transformers and BERT
Generative Recurrent Networks
Recurrent Neural Networks
Language Modeling
Semantic Embeddings
Text Representation
On MS Learn
Segmentation
Object Detection
Style Transfer
Generative Adversarial Networks
Autoencoders and VAEs
Trasnsfer Learning
Convolutional Networks
Intro to CV. OpenCV
On MS Learn
Intro to Frameworks
Multi-Layered Networks
Perceptron
Semantic Web
Ontologies
Expert Systems
Knowledge Representation
Microsoft AI Business School
Approaches to AI
History of AI
AI Definition
Extras
AI Ethics
Other Techniques
Natural Language Processing
Computer Vision
Neural Networks
Sybmbolic AI
Introduction to AI
AI
 \ No newline at end of file +
VQ-GAN
DALL-E
CLIP
GRU
LSTM
GloVE
Word2Vec
TF/IDF
Bag of Words
NLP with TensorFlow
NLP with PyTorch
AI Fundamentals: Explore NLP
Training Tricks
CNN Architectures
CV with TensorFlow
CV with PyTorch
AI Fundamentals: Explore Computer Vision
Overfitting
TensorFlow
PyTorch
Synergetic / Emergent AI
Evolutionary
Bottom-up/Neural
Top-down/Symbolic
Multimodal Networks
MS Learn on Responsible AI
Multi-Agent Systems
Deep Reinforcement Learning
Genetic Algorithms
Text Generation and GPT
Named Entity Recognition
Transformers and BERT
Generative Recurrent Networks
Recurrent Neural Networks
Language Modeling
Semantic Embeddings
Text Representation
On MS Learn
Segmentation
Object Detection
Style Transfer
Generative Adversarial Networks
Autoencoders and VAEs
Trasnsfer Learning
Convolutional Networks
Intro to CV. OpenCV
On MS Learn
Intro to Frameworks
Multi-Layered Networks
Perceptron
Semantic Web
Ontologies
Expert Systems
Knowledge Representation
Microsoft AI Business School
Approaches to AI
History of AI
AI Definition
Extras
AI Ethics
Other Techniques
Natural Language Processing
Computer Vision
Neural Networks
Sybmbolic AI
Introduction to AI
AI
 \ No newline at end of file