├── 01. Introduction ├── Introduction.ipynb ├── README.md └── Requirements.txt ├── 02. Model Production ├── BearDetector.ipynb ├── Model │ └── export.pkl ├── README.md └── Requirements.txt ├── 03. Training a Classifier ├── DigitClassifier.ipynb ├── README.md └── Requirements.txt ├── 04. Image Classification ├── ImageClassification.ipynb ├── README.md └── Requirements.txt ├── 05. MultilabelClassification Regression ├── MultilabelClassification.ipynb ├── README.md ├── Regression.ipynb └── Requirements.txt ├── 06. Advanced Classification ├── ImagenetteClassification.ipynb ├── README.md └── Requirements.txt ├── 07. Collaborative Filtering ├── CollaborativeFiltering.ipynb ├── README.md └── Requirements.txt ├── 08. Tabular Modeling ├── README.md ├── Requirements.txt └── TabularModel.ipynb ├── 09. Natural Language Processing ├── NLP.ipynb ├── README.md └── Requirements.txt ├── 10. Data Munging ├── DataMunging.ipynb ├── README.md └── Requirements.txt ├── 11. Language Model ├── LanguageModel.ipynb ├── README.md └── Requirements.txt ├── 12. Convolutional Neural Networks ├── CNN.ipynb ├── README.md └── Requirements.txt ├── 13. ResNets ├── README.md ├── Requirements.txt └── ResNets.ipynb ├── 14. Architecture Details ├── Architectures.ipynb ├── README.md └── Requirements.txt ├── 15. Training Process ├── README.md ├── Requirements.txt └── Training.ipynb ├── 16. Neural Network Foundations ├── NeuralFoundations.ipynb ├── README.md └── Requirements.txt ├── 17. CNN Interpretation ├── CNN Interpretation.ipynb ├── README.md └── Requirements.txt ├── 18. Fastai Learner ├── Fastai Learner.ipynb ├── README.md └── Requirements.txt ├── 19. Chest XRays Classification ├── README.md ├── Requirements.txt └── XRays Classification.ipynb ├── 20. Transformers ├── README.md ├── Requirements.txt └── Transformers.ipynb ├── 21. Stable Diffusion ├── .gitignore ├── README.md ├── app.py ├── stable_diffusion_demo.ipynb └── stable_diffusion_pipe.ipynb ├── LICENSE └── README.md /01. Introduction/Introduction.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/01. Introduction/Introduction.ipynb -------------------------------------------------------------------------------- /01. Introduction/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/01. Introduction/README.md -------------------------------------------------------------------------------- /01. Introduction/Requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/01. Introduction/Requirements.txt -------------------------------------------------------------------------------- /02. Model Production/BearDetector.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/02. Model Production/BearDetector.ipynb -------------------------------------------------------------------------------- /02. Model Production/Model/export.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/02. Model Production/Model/export.pkl -------------------------------------------------------------------------------- /02. Model Production/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/02. Model Production/README.md -------------------------------------------------------------------------------- /02. Model Production/Requirements.txt: -------------------------------------------------------------------------------- 1 | fastbook 2 | fastai -------------------------------------------------------------------------------- /03. Training a Classifier/DigitClassifier.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/03. Training a Classifier/DigitClassifier.ipynb -------------------------------------------------------------------------------- /03. Training a Classifier/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/03. Training a Classifier/README.md -------------------------------------------------------------------------------- /03. Training a Classifier/Requirements.txt: -------------------------------------------------------------------------------- 1 | fastai.vision.all 2 | fastbook -------------------------------------------------------------------------------- /04. Image Classification/ImageClassification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/04. Image Classification/ImageClassification.ipynb -------------------------------------------------------------------------------- /04. Image Classification/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/04. Image Classification/README.md -------------------------------------------------------------------------------- /04. Image Classification/Requirements.txt: -------------------------------------------------------------------------------- 1 | fastai.vision.all 2 | fastbook -------------------------------------------------------------------------------- /05. MultilabelClassification Regression/MultilabelClassification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/05. MultilabelClassification Regression/MultilabelClassification.ipynb -------------------------------------------------------------------------------- /05. MultilabelClassification Regression/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/05. MultilabelClassification Regression/README.md -------------------------------------------------------------------------------- /05. MultilabelClassification Regression/Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/05. MultilabelClassification Regression/Regression.ipynb -------------------------------------------------------------------------------- /05. MultilabelClassification Regression/Requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/05. MultilabelClassification Regression/Requirements.txt -------------------------------------------------------------------------------- /06. Advanced Classification/ImagenetteClassification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/06. Advanced Classification/ImagenetteClassification.ipynb -------------------------------------------------------------------------------- /06. Advanced Classification/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/06. Advanced Classification/README.md -------------------------------------------------------------------------------- /06. Advanced Classification/Requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/06. Advanced Classification/Requirements.txt -------------------------------------------------------------------------------- /07. Collaborative Filtering/CollaborativeFiltering.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/07. Collaborative Filtering/CollaborativeFiltering.ipynb -------------------------------------------------------------------------------- /07. Collaborative Filtering/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/07. Collaborative Filtering/README.md -------------------------------------------------------------------------------- /07. Collaborative Filtering/Requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/07. Collaborative Filtering/Requirements.txt -------------------------------------------------------------------------------- /08. Tabular Modeling/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/08. Tabular Modeling/README.md -------------------------------------------------------------------------------- /08. Tabular Modeling/Requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/08. Tabular Modeling/Requirements.txt -------------------------------------------------------------------------------- /08. Tabular Modeling/TabularModel.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/08. Tabular Modeling/TabularModel.ipynb -------------------------------------------------------------------------------- /09. Natural Language Processing/NLP.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/09. Natural Language Processing/NLP.ipynb -------------------------------------------------------------------------------- /09. Natural Language Processing/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/09. Natural Language Processing/README.md -------------------------------------------------------------------------------- /09. Natural Language Processing/Requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/09. Natural Language Processing/Requirements.txt -------------------------------------------------------------------------------- /10. Data Munging/DataMunging.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/10. Data Munging/DataMunging.ipynb -------------------------------------------------------------------------------- /10. Data Munging/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/10. Data Munging/README.md -------------------------------------------------------------------------------- /10. Data Munging/Requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/10. Data Munging/Requirements.txt -------------------------------------------------------------------------------- /11. Language Model/LanguageModel.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/11. Language Model/LanguageModel.ipynb -------------------------------------------------------------------------------- /11. Language Model/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/11. Language Model/README.md -------------------------------------------------------------------------------- /11. Language Model/Requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/11. Language Model/Requirements.txt -------------------------------------------------------------------------------- /12. Convolutional Neural Networks/CNN.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/12. Convolutional Neural Networks/CNN.ipynb -------------------------------------------------------------------------------- /12. Convolutional Neural Networks/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/12. Convolutional Neural Networks/README.md -------------------------------------------------------------------------------- /12. Convolutional Neural Networks/Requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/12. Convolutional Neural Networks/Requirements.txt -------------------------------------------------------------------------------- /13. ResNets/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/13. ResNets/README.md -------------------------------------------------------------------------------- /13. ResNets/Requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/13. ResNets/Requirements.txt -------------------------------------------------------------------------------- /13. ResNets/ResNets.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/13. ResNets/ResNets.ipynb -------------------------------------------------------------------------------- /14. Architecture Details/Architectures.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/14. Architecture Details/Architectures.ipynb -------------------------------------------------------------------------------- /14. Architecture Details/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/14. Architecture Details/README.md -------------------------------------------------------------------------------- /14. Architecture Details/Requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/14. Architecture Details/Requirements.txt -------------------------------------------------------------------------------- /15. Training Process/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/15. Training Process/README.md -------------------------------------------------------------------------------- /15. Training Process/Requirements.txt: -------------------------------------------------------------------------------- 1 | fastai.vision.all 2 | fastbook -------------------------------------------------------------------------------- /15. Training Process/Training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/15. Training Process/Training.ipynb -------------------------------------------------------------------------------- /16. Neural Network Foundations/NeuralFoundations.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/16. Neural Network Foundations/NeuralFoundations.ipynb -------------------------------------------------------------------------------- /16. Neural Network Foundations/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/16. Neural Network Foundations/README.md -------------------------------------------------------------------------------- /16. Neural Network Foundations/Requirements.txt: -------------------------------------------------------------------------------- 1 | fastbook -------------------------------------------------------------------------------- /17. CNN Interpretation/CNN Interpretation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/17. CNN Interpretation/CNN Interpretation.ipynb -------------------------------------------------------------------------------- /17. CNN Interpretation/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/17. CNN Interpretation/README.md -------------------------------------------------------------------------------- /17. CNN Interpretation/Requirements.txt: -------------------------------------------------------------------------------- 1 | fastbook 2 | fastai.vision.all -------------------------------------------------------------------------------- /18. Fastai Learner/Fastai Learner.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/18. Fastai Learner/Fastai Learner.ipynb -------------------------------------------------------------------------------- /18. Fastai Learner/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/18. Fastai Learner/README.md -------------------------------------------------------------------------------- /18. Fastai Learner/Requirements.txt: -------------------------------------------------------------------------------- 1 | fastbook 2 | fastai.vision.all -------------------------------------------------------------------------------- /19. Chest XRays Classification/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/19. Chest XRays Classification/README.md -------------------------------------------------------------------------------- /19. Chest XRays Classification/Requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/19. Chest XRays Classification/Requirements.txt -------------------------------------------------------------------------------- /19. Chest XRays Classification/XRays Classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/19. Chest XRays Classification/XRays Classification.ipynb -------------------------------------------------------------------------------- /20. Transformers/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/20. Transformers/README.md -------------------------------------------------------------------------------- /20. Transformers/Requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/20. Transformers/Requirements.txt -------------------------------------------------------------------------------- /20. Transformers/Transformers.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/20. Transformers/Transformers.ipynb -------------------------------------------------------------------------------- /21. Stable Diffusion/.gitignore: -------------------------------------------------------------------------------- 1 | sam_* 2 | .vscode/ -------------------------------------------------------------------------------- /21. Stable Diffusion/README.md: -------------------------------------------------------------------------------- 1 | # **Fastai : Stable Diffusion** 2 | -------------------------------------------------------------------------------- /21. Stable Diffusion/app.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/21. Stable Diffusion/app.py -------------------------------------------------------------------------------- /21. Stable Diffusion/stable_diffusion_demo.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/21. Stable Diffusion/stable_diffusion_demo.ipynb -------------------------------------------------------------------------------- /21. Stable Diffusion/stable_diffusion_pipe.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/21. Stable Diffusion/stable_diffusion_pipe.ipynb -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ThinamXx/Fastai/HEAD/README.md --------------------------------------------------------------------------------