{"id":18968136,"url":"https://github.com/aisuko/generative-ai","last_synced_at":"2025-04-19T14:44:51.490Z","repository":{"id":176861011,"uuid":"658582605","full_name":"Aisuko/generative-ai","owner":"Aisuko","description":"The notebooks for generative AI by using PyTorch, Huggingface/diffusers, transforms. 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This beginner friendly learning path will introduce key concepts to building machine learning models in multiple domains include speech, vision, and natural language processing.\n\n* Basic Python knowledge\n* Basic knowledge about how to use Jupyter Notebooks\n* Basic understanding of machine learning\n\nAnd if you are interested to know more, please check another repo [Implementation for the different ML tasks on Kaggle platform with GPUs](https://github.com/Aisuko/notebooks).\n\nNOTE: There do have many bugs due to the different version of dependencies, please open new issue to discuss it.\n\n\n# Introduce to PyTorch\n\n|No|Title|Open in Sagemaker|Open in Kaggle|\n|---|---|---|---|\n|1|[What are Tensors?](pytorch/what_are_tensors.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/what_are_tensors.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/what_are_tensors.ipynb)|\n|2|[Loading and normalizing datasets](pytorch/loading_and_normalizing_datasets.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/loading_and_normalizing_datasets.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/loading_and_normalizing_datasets.ipynb)|\n|3|[Building the model layers](pytorch/building_the_model_layer.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/building_the_model_layer.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/building_the_model_layer.ipynb)|\n|4|[Automatic differentiation](pytorch/automatic_differentiation.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/automatic_differentiation.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/automatic_differentiation.ipynb)|\n|5|[About the optimization loop](pytorch/about_the_optimization_loop.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/about_the_optimization_loop.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/about_the_optimization_loop.ipynb)|\n|6|[Load and run model predictions](pytorch/load_and_run_model_predictions.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/load_and_run_model_predictions.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/load_and_run_model_predictions.ipynb)|\n|7|[The full model building process](pytorch/the_full_model_building_process.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/the_full_model_building_process.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/the_full_model_building_process.ipynb)|\n\n## Audio classification with PyTorch\n|No|Title|Open in SageMaker|Open in Kaggle|\n|---|---|---|---|\n|1|[Understand audio data and concepts](pytorch/audio_classification/understand_audio_data_and_concepts.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/audio_classification/understand_audio_data_and_concepts.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/audio_classification/understand_audio_data_and_concepts.ipynb)|\n|2|[Audio transforms and visualizations](pytorch/audio_classification/audio_transforms_and_visualizations.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/audio_classification/audio_transforms_and_visualizations.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/audio_classification/audio_transforms_and_visualizations.ipynb)|\n\n## Natural language processing with PyTorch\n|No|Title|Open in SageMaker|Open in Kaggle|\n|---|---|---|---|\n|1|[Representing text as Tensors](pytorch/natural_language_processing/representing_text_as_tensors.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/natural_language_processing/representing_text_as_tensors.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/natural_language_processing/representing_text_as_tensors.ipynb)|\n|2|[Represent words with embeddings](pytorch/natural_language_processing/represent_words_with_embeddings.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/natural_language_processing/represent_words_with_embeddings.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/natural_language_processing/represent_words_with_embeddings.ipynb)|\n|3|[Capture patterns with RNN](pytorch/natural_language_processing/capture_patterns_with_recurrent_neural_networks.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/natural_language_processing/capture_patterns_with_recurrent_neural_networks.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/natural_language_processing/capture_patterns_with_recurrent_neural_networks.ipynb)|\n|4|[Generate text with RNN](pytorch/natural_language_processing/generate_text_with_recurrent_networks.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/natural_language_processing/generate_text_with_recurrent_networks.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/natural_language_processing/generate_text_with_recurrent_networks.ipynb)|\n\n## Computer vision with PyTorch\n|No|Title|Open in SageMaker|Open in Kaggle|\n|---|---|---|---|\n|1|[Introduction to CV with PyTorch](pytorch/computer_vision/introduction_to_cv_with_pytorch.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/computer_vision/introduction_to_cv_with_pytorch.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/computer_vision/introduction_to_cv_with_pytorch.ipynb)|\n|2|[Training a simple sense neural network](pytorch/computer_vision/training_a_simple_cnn.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/computer_vision/training_a_simple_cnn.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/computer_vision/training_a_simple_cnn.ipynb)|\n|3|[Convolutional Neural Networks](pytorch/computer_vision/use_a_convolutional_neural_network.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/computer_vision/use_a_convolutional_neural_network.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/computer_vision/use_a_convolutional_neural_network.ipynb)|\n|4|[Multilayer Dense Neural Network](pytorch/computer_vision/training_multi_layer_convolutional_neural_network.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/computer_vision/training_multi_layer_convolutional_neural_network.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/computer_vision/training_multi_layer_convolutional_neural_network.ipynb)|\n|5|[Pre-trained models and transfer learning](pytorch/computer_vision/pre_trained_models_and_transfer_learning.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/computer_vision/pre_trained_models_and_transfer_learning.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/computer_vision/pre_trained_models_and_transfer_learning.ipynb)|\n|6|[Lightweight Networks and MobileNet](pytorch/computer_vision/lightweight_networks_and_mobileNet.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/Aisuko/generative-ai/blob/main/pytorch/computer_vision/lightweight_networks_and_mobileNet.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/pytorch/computer_vision/lightweight_networks_and_mobileNet.ipynb)|\n\n\n# Diffusion\n\n|No|Title|Open in SageMaker|Open in Kaggle|Open in Colab|\n|---|---|---|---|---|\n|1|[Deconstruct the Stable Diffusion pipeline](diffusion/diffusers/deconstruct_the_stable_diffusion_pipline.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/deconstruct_the_stable_diffusion_pipline.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/deconstruct_the_stable_diffusion_pipline.ipynb)|[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Aisuko/generative-ai/blob/main/diffusion/diffusers/deconstruct_the_stable_diffusion_pipline.ipynb)|\n|2|[Basic training model](diffusion/diffusers/basic_training_model.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/basic_training_model.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/basic_training_model.ipynb)|[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Aisuko/generative-ai//main/diffusion/diffusers/basic_training_model.ipynb)|\n|3|[Deconstruct the basic pipeline](diffusion/diffusers/deconstruct_basic_pipeline.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/deconstruct_basic_pipeline.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/deconstruct_basic_pipeline.ipynb)||\n|4|[Details for models and schedulers](diffusion/diffusers/details_for_models_scheduler.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/details_for_models_scheduler.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/details_for_models_scheduler.ipynb)||\n|5|[Effective and Efficient diffusion](diffusion/diffusers/effective_and_efficient_diffusion.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/effective_and_efficient_diffusion.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/effective_and_efficient_diffusion.ipynb)||\n|6|[Generting by using float16(sppeding up)](diffusion/diffusers/generating_by_fp16.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/generating_by_fp16.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/generating_by_fp16.ipynb)||\n|7|[Stable Diffusion v1.5 demo](diffusion/diffusers/stable_diffusion_v1_5_demo.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/stable_diffusion_v1_5_demo.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/stable_diffusion_v1_5_demo.ipynb)||\n|8|[Load checkpoints models and schedulers](diffusion/diffusers/load_checkpoints_models_schedulers.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/load_checkpoints_models_schedulers.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/load_checkpoints_models_schedulers.ipynb)||\n|9|[Schedulers Performance](diffusion/diffusers/schedulers_performance.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/schedulers_performance.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/schedulers_performance.ipynb)||\n|10|[Stable diffusion with diffusers](diffusion/diffusers/stable_diffusion_with_diffusers.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/stable_diffusion_with_diffusers.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/stable_diffusion_with_diffusers.ipynb)||\n\n\n# Paper implementation\n\n|No|Title|Open in SageMaker|Open in Kaggle|Open in Colab|Paper|\n|---|---|---|---|---|---|\n|1|[The annotated diffusion model](implementation/the_annotated_diffusion_model.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/the_annotated_diffusion_model.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/implementation/the_annotated_diffusion_model.ipynb)||[1503.03585](https://arxiv.org/abs/1503.03585)\u003cbr\u003e[1907.05600](https://arxiv.org/abs/1907.05600)\u003cbr\u003e[2006.11239](https://arxiv.org/abs/2006.11239)|\n|2|[QLoRA Fine-tuning for Falcon-7B with PEFT](implementation/qlora_for_ft_falcon_7b.ipynb)|[![Open in SageMaker](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github.com/Aisuko/generative-ai/blob/main/diffusion/diffusers/deconstruct_the_stable_diffusion_pipline.ipynb)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/Aisuko/generative-ai/blob/main/implementation/the_annotated_diffusion_model.ipynb)|||\n\n\n# On macOS\n\nAll the notebooks are support [mps](https://aisuko.gitbook.io/wiki/ai-techniques/large-language-model/metal), except if the notebooks import fp16 speeding up:\n\n* [The kernel crashed](https://github.com/microsoft/vscode-jupyter/issues/13828)\n\n![mps](images/image.png)\n\n\n# Contributing\n\nWarm welcome for any contributions, please follow the [contributing guidelines](CONTRIBUTING.md).\n\n\n# Acknowledgement\n\n- [Huggingface diffusers](https://github.com/huggingface/diffusers)\n- [Microsoft learning](https://learn.microsoft.com/en-au/training/modules/intro-machine-learning-pytorch/)","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faisuko%2Fgenerative-ai","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Faisuko%2Fgenerative-ai","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faisuko%2Fgenerative-ai/lists"}