diff --git a/README.md b/README.md index b69f17b5..e8b21431 100644 --- a/README.md +++ b/README.md @@ -43,12 +43,12 @@ For a gentle introduction to *AI in the Cloud* topics you may consider taking th
| No | Lesson | Intro | PyTorch | Keras/TensorFlow | Lab |
|---|---|---|---|---|---|
| I | Introduction to AI | PAT | |||
| I | Introduction to AI | ||||
| 1 | Introduction and History of AI | Text | |||
| II | Symbolic AI | PAT | |||
| II | Symbolic AI | ||||
| 2 | Knowledge Representation and Expert Systems | Text | Expert System, Ontology, Concept Graph | ||
| III | Introduction to Neural Networks | PAT | |||
| III | Introduction to Neural Networks | ||||
| 3 | Perceptron | Text | Notebook | Lab | |
| IV | Computer Vision | MS Learn | MS Learn | -PAT | |
| 6 | Intro to Computer Vision. OpenCV | Text | Notebook | Lab | |
| 7 | Convolutional Neural Networks CNN Architectures | Text Text | PyTorch | TensorFlow | Lab |
| 8 | Pre-trained Networks and Transfer Learning Training Tricks | Text Text | PyTorch | TensorFlow Dropout sample | Lab |
| 9 | Autoencoders and VAEs | Text | PyTorch | TensorFlow | |
| 10 | Generative Adversarial Networks | Text | PyTorch | TensorFlow | |
| 10 | Generative Adversarial Networks Artistic Style Transfer | Text | PyTorch | TensorFlow GAN Style Transfer | |
| 11 | Object Detection | Text | PyTorch | TensorFlow | |
| 12 | Semantic Segmentation. U-Net | Text | PyTorch | TensorFlow | |
| V | Natural Language Processing | MS Learn | MS Learn | -PAT | |
| 13 | Text Representation. Bow/TF-IDF | Text | PyTorch | TensorFlow | |
| 14 | Semantic word embeddings. Word2Vec and GloVe | Text | PyTorch | TensorFlow | |
| 15 | Language Modeling. Training your own embeddings | Text | PyTorch | TensorFlow | |
| 18 | Transformers. BERT. | Text | PyTorch | TensorFlow | |
| 19 | Named Entity Recognition | Text | PyTorch | TensorFlow | |
| 20 | Large Language Models, Prompt Programming and Few-Shot Tasks | Text | PyTorch | TensorFlow | |
| VI | Other AI Techniques | PAT | |||
| VI | Other AI Techniques | ||||
| 21 | Genetic Algorithms | Text | Notebook | ||
| 22 | Deep Reinforcement Learning | Text | PyTorch | TensorFlow | |
| 23 | Multi-Agent Systems | Text | |||
| VII | AI Ethics | PAT | |||
| VII | AI Ethics | ||||
| 24 | AI Ethics and Responsible AI | Text | |||
| Extras | |||||
| X1 | Multi-Modal Networks, CLIP and VQGAN | Text | |||
| X1 | Multi-Modal Networks, CLIP and VQGAN | Text | Notebook | ||