diff --git a/README.md b/README.md index 44da984c..e4108ddb 100644 --- a/README.md +++ b/README.md @@ -60,11 +60,11 @@ For a gentle introduction to *AI in the Cloud* topics you may consider taking th Keras/TensorFlow Lab IVComputer Vision - AI Fundamentals: Explore Computer Vision + AI Fundamentals: Explore Computer Vision -Microsoft Learn Module on Computer Vision - PyTorch - TensorFlow +Microsoft Learn Module on Computer Vision + PyTorch + TensorFlow 6Intro to Computer Vision. OpenCVTextNotebookLab 7Convolutional Neural Networks
CNN ArchitecturesText
TextPyTorchTensorFlowLab @@ -74,11 +74,11 @@ For a gentle introduction to *AI in the Cloud* topics you may consider taking th 11Object DetectionTextPyTorchTensorFlowLab 12Semantic Segmentation. U-NetTextPyTorchTensorFlow VNatural Language Processing - AI Fundamentals: Explore Natural Language Processing + AI Fundamentals: Explore Natural Language Processing -Microsoft Learn Module on Natural Language - PyTorch - TensorFlow +Microsoft Learn Module on Natural Language + PyTorch + TensorFlow 13Text Representation. Bow/TF-IDFTextPyTorchTensorFlow 14Semantic word embeddings. Word2Vec and GloVeTextPyTorchTensorFlow @@ -93,7 +93,7 @@ For a gentle introduction to *AI in the Cloud* topics you may consider taking th 22Deep Reinforcement LearningTextTensorFlowLab 23Multi-Agent SystemsText VIIAI Ethics -24AI Ethics and Responsible AIText +24AI Ethics and Responsible AITextMS Learn: Responsible AI Principles Extras X1Multi-Modal Networks, CLIP and VQGANTextNotebook diff --git a/etc/Mindmap.html b/etc/Mindmap.html index c6cb35ac..616bce4f 100644 --- a/etc/Mindmap.html +++ b/etc/Mindmap.html @@ -16,10 +16,10 @@ height: 100vh; } - + - + diff --git a/etc/Mindmap.md b/etc/Mindmap.md index b188841e..3aca9761 100644 --- a/etc/Mindmap.md +++ b/etc/Mindmap.md @@ -1,13 +1,20 @@ # AI -## Introduction to AI - - [AI Definition](https://github.com/microsoft/AI-For-Beginners/blob/main/1-Intro/README.md#different-approaches-to-ai) - - [History of AI](https://github.com/microsoft/AI-For-Beginners/blob/main/1-Intro/README.md#different-approaches-to-ai) - - [Approaches to AI](https://github.com/microsoft/AI-For-Beginners/blob/main/1-Intro/README.md#different-approaches-to-ai) +## [Introduction to AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md) + - AI Definition + - History of AI + - Approaches to 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-57639-dmitryso) -## Sybmbolic AI +## [Sybmbolic AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md) - Knowledge Representation - - Expert Systems + - [Expert Systems](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb) + - [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) @@ -18,17 +25,26 @@ - [Overfitting](https://github.com/microsoft/AI-For-Beginners/blob/main/3-NeuralNetworks/05-Frameworks/Overfitting.md) ## [Computer Vision](https://github.com/microsoft/AI-For-Beginners/blob/main/4-ComputerVision/README.md) - - Intro to CV. OpenCV + - 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) - - [Architectures](https://github.com/microsoft/AI-For-Beginners/blob/main/4-ComputerVision/07-ConvNets/CNN_Architectures.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) - - Object Detection - - Segmentation + - [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) + - 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) - Bag of Words - TF/IDF @@ -41,16 +57,17 @@ - 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) - - Named Entity Recognition - - Text Generation and GPT + - [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) - - Deep Reinforcement Learning + - [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) ## [AI Ethics](https://github.com/microsoft/AI-For-Beginners/blob/main/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 - - CLIP + - [Multimodal Networks](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 \ No newline at end of file diff --git a/etc/Mindmap.svg b/etc/Mindmap.svg index 04ced3bb..b93d913f 100644 --- a/etc/Mindmap.svg +++ b/etc/Mindmap.svg @@ -1,14 +1 @@ -
VQ-GAN
DALL-E
CLIP
GRU
LSTM
GloVE
Word2Vec
TF/IDF
Bag of Words
Training Tricks
Architectures
Overfitting
TensorFlow
PyTorch
Multimodal Networks
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
Segmentation
Object Detection
Generative Adversarial Networks
Autoencoders and VAEs
Trasnsfer Learning
Convolutional Networks
Intro to CV. OpenCV
Intro to Frameworks
Multi-Layered Networks
Perceptron
Expert Systems
Knowledge Representation
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
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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