文件列表:

datasets/ (0, 2023-11-24)
datasets/classifier/ (0, 2023-11-24)
datasets/classifier/BreastCancerWisconsin_X.csv (117326, 2023-11-24)
datasets/classifier/BreastCancerWisconsin_y.csv (1140, 2023-11-24)
datasets/classifier/YOLO/ (0, 2023-11-24)
datasets/classifier/bart_homer.csv (13828, 2023-11-24)
datasets/classifier/bart_homer.zip (8043499, 2023-11-24)
datasets/classifier/flowers.zip (3222379, 2023-11-24)
datasets/classifier/iris.csv (4757, 2023-11-24)
datasets/classifier/tabela_XOR.csv (45, 2023-11-24)
datasets/cluster/ (0, 2023-11-24)
datasets/cluster/credit_data.csv (119807, 2023-11-24)
datasets/cluster/wines.csv (11137, 2023-11-24)
datasets/regression/ (0, 2023-11-24)
datasets/regression/games.csv (1618040, 2023-11-24)
datasets/regression/petr4_teste.csv (1574, 2023-11-24)
datasets/regression/petr4_treinamento.csv (85635, 2023-11-24)
datasets/regression/poluicao.csv (2010494, 2023-11-24)
datasets/regression/produtividade.csv (1249429, 2023-11-24)
redes_treinadas/ (0, 2023-11-24)
redes_treinadas/model_CIFAR10_PyTorch.zip (655244, 2023-11-24)
redes_treinadas/model_cat_dog_01_Keras.zip (9193953, 2023-11-24)
redes_treinadas/model_cat_dog_01_PyTorch.zip (3076935, 2023-11-24)
redes_treinadas/model_cat_dog_50_Keras.zip (9241721, 2023-11-24)
redes_treinadas/model_cat_dog_50_PyTorch.zip (3084278, 2023-11-24)
slides/ (0, 2023-11-24)
slides/01_Aula 01-RNA-Redes Neurais Artificiais Perceptron.pdf (1673823, 2023-11-24)
slides/02_Aula 02-RNA-Redes Neurais Artificiais Multicamada_XOR.pdf (3284180, 2023-11-24)
slides/03_Aula 03-RNA-Redes Neurais Artificiais Gradient_Descending.pdf (2198865, 2023-11-24)
slides/04_Aula 04-CNN-Redes Neurais Convolucionais.pdf (2192835, 2023-11-24)
slides/Sigmoide.xlsx (10759, 2023-11-24)
slides/rbm.zip (2378, 2023-11-24)
... ...

# Redes Neurais Artificiais (RNA) - Material das Aulas ## [Aula 01 - Introduo a RNA - Perceptron](https://github.com/gustavowillam/RNA/blob/main/slides/01_Aula%2001-RNA-Redes%20Neurais%20Artificiais%20Perceptron.pdf) * ### [Colab - RNA - Perceptron](https://colab.research.google.com/drive/1Xx7coBRDIvu5TgAHlB8Uo40ehfXdgNXh?usp=sharing) ## [Aula 02 - RNA Multicamada - XOR](https://github.com/gustavowillam/RNA/blob/main/slides/02_Aula%2002-RNA-Redes%20Neurais%20Artificiais%20Multicamada_XOR.pdf) * ### [Colab - RNA Multicamada XOR - Numpy](https://colab.research.google.com/drive/16nIE5-OZubxDTmGCcTPDgpOQn3be1MbU?usp=sharing) * ### [Colab - RNA Multicamada XOR - Keras](https://colab.research.google.com/drive/1Jwmv_kvKXOXefpoMLAoNGHP24n_DtxwK?usp=sharing) * ### [Colab - RNA Multicamada XOR - PyTorch](https://colab.research.google.com/drive/1JRALbhD7DGZ6ei8LxTnle4PzMPf7XnQV?usp=sharing) ## [Aula 03 - RNA Multicamada - Gradiente Descendente](https://github.com/gustavowillam/RNA/blob/main/slides/03_Aula%2003-RNA-Redes%20Neurais%20Artificiais%20Gradient_Descending.pdf) * ### [Colab - RNA dataset Flor de Iris - Scikit-Learn](https://colab.research.google.com/drive/1-fY5_dh6hE_hAcNu5T5KuygnNwGswLTi?usp=sharing) * ### [Colab - RNA dataset Advertising - Keras](https://colab.research.google.com/drive/1QXIHQqf7P2hcqv3b5Oe7Nt8Y2WxpczHt?usp=sharing) * ### [Colab - RNA dataset Advertising - PyTorch](https://colab.research.google.com/drive/1jURIHb9uC6_LWyXBApmuEv5zywzFRZb0?usp=sharing) ## RNA - Classificao Binária ### Biblioteca Keras * ### [Colab - RNA dataset Breast Cncer - Arquitetura da RNA - Keras](https://colab.research.google.com/drive/15k7ht1S4g2ppJnW4WRBmx2W2TBezN4pI?usp=sharing) * ### [Colab - RNA dataset Breast Cncer - Adicionando mais camadas - Keras](https://colab.research.google.com/drive/1v4V7iQflz497J9vr4F9a34YnUFqn-WJk?usp=sharing) * ### [Colab - RNA dataset Breast Cncer - Validao Cruzada K-Fold - Keras](https://colab.research.google.com/drive/1zbDiTg2VSFEpJQ_CtiHS-x8CdXqFGXy-?usp=sharing) * ### [Colab - RNA dataset Breast Cncer - Otimizao de Parmetros - Keras](https://colab.research.google.com/drive/1i98lqvPudle-LuWsF_LbcZrsPGZAKpQA?usp=sharing) * ### [Colab - RNA dataset Breast Cncer - Salvando e Carregando a RNA treinada - Keras](https://colab.research.google.com/drive/1N2LqhgHw8oqCKFZRlFKo1QPQ_dw3GrLm?usp=sharing) ### Biblioteca PyTorch * ### [Colab - RNA dataset Breast Cncer - Arquitetura da RNA - PyTorch](https://colab.research.google.com/drive/1wmEK8zqH6EkCnOA4yQ8nFaIVtRsU3v57?usp=sharing) * ### [Colab - RNA dataset Breast Cncer - Adicionando mais camadas - PyTorch](https://colab.research.google.com/drive/1vQa0eNFzt4L1S3z7xCn6M1nx85roXEag?usp=sharing) * ### [Colab - RNA dataset Breast Cncer - Validao Cruzada K-Fold - PyTorch](https://colab.research.google.com/drive/1PQUyl61OaHB75oe_nDpArqR0_AU0ianA?usp=sharing) * ### [Colab - RNA dataset Breast Cncer - Otimizao de Parmetros - PyTorch](https://colab.research.google.com/drive/11Eh0qvFQ9r4GMUFRdHqPBI3rR4TuuL8D?usp=sharing) * ### [Colab - RNA dataset Breast Cncer - Salvando e Carregando a RNA treinada - PyTorch](https://colab.research.google.com/drive/1m40Y9O_J27r29GsnOeKBDfppV2lHhqCQ?usp=sharing) ## RNA - Classificao Multiclasse ### Biblioteca Keras * ### [Colab - RNA dataset Flor de Iris - Arquitetura da RNA - Keras](https://colab.research.google.com/drive/1lJS898BOhbzQOhlh8bLHwcYscSYIAKUL?usp=sharing) * ### [Colab - RNA dataset Flor de Iris - Validao Cruzada K-Fold - Keras](https://colab.research.google.com/drive/1UjQv7Wo11vdknnvwYGgTe2qQLb71yacz?usp=sharing) ### Biblioteca PyTorch * ### [Colab - RNA dataset Flor de Iris - Arquitetura da RNA - PyTorch](https://colab.research.google.com/drive/1_MM0vGUADQJfhJtWCCjDs45PsgAp6w92?usp=sharing) * ### [Colab - RNA dataset Flor de Iris - Validao Cruzada K-Fold - PyTorch](https://colab.research.google.com/drive/1yiy6oAzirBE4DrfYGCGX6KNoMZmhwIVp?usp=sharing) ## RNA - Regresso - Saída nica * ### [Colab - RNA dataset Carros Usados - Arquitetura da RNA - Keras](https://colab.research.google.com/drive/1QjVHyxI1dec4m0f20S9-VXlu6RaqMePj?usp=sharing) * ### [Colab - RNA dataset Carros Usados - Arquitetura da RNA - PyTorch](https://colab.research.google.com/drive/1nwLJb0fo1wdW-6NGRWXDitluP1TdlLX7?usp=sharing) * ### [Colab - RNA dataset Rent a House - Exercício](https://colab.research.google.com/drive/1CDQMQRjtPmOL5G6fwpe8ZMw3JCrSZO9w?usp=sharing) ## RNA - Regresso - Múltiplas Saídas * ### [Colab - RNA dataset Venda Jogos Video-Game - Arquitetura da RNA - Keras](https://colab.research.google.com/drive/1rd7cys6WuWMa6zRg8W8l2dOUaQtvMnaF?usp=sharing) * ### [Colab - RNA dataset Venda Jogos Video-Game - Arquitetura da RNA - PyTorch](https://colab.research.google.com/drive/1kI5Ml4PgkATGQ2vb5p-LAYuU2MV0G1zr?usp=sharing) * ### [Colab - RNA dataset Venda Jogos Video-Game - Exercício](https://colab.research.google.com/drive/1RGk7nMSfBcWmRwLSNMdSdNsJOroXfznW?usp=sharing) ## [Aula 03 - RNA Multicamada - Gradiente Descendente](https://github.com/gustavowillam/RNA/blob/main/slides/03_Aula%2003-RNA-Redes%20Neurais%20Artificiais%20Gradient_Descending.pdf) ## [Aula 04 - CNN - Redes Neurais Convolucionais](https://github.com/gustavowillam/RNA/blob/main/slides/04_Aula%2004-CNN-Redes%20Neurais%20Convolucionais.pdf) * ### [Colab - CNN dataset MNIST - Classificao de Dígitos Escrito a Mo - Keras](https://colab.research.google.com/drive/1Jkgl_9i0-Y9qdkpGLk2D3z9dyC_UDhqf?usp=sharing) * ### [Colab - CNN dataset MNIST - Classificao de Dígitos Escrito a Mo - PyTorch](https://colab.research.google.com/drive/1ND3eO20Xd9RSEoLepk0jECLHU71dQZMA?usp=sharing) * ### [Colab - CNN dataset Cats/Dogs - Keras](https://colab.research.google.com/drive/1-FjD-DehKkd3ffLhyZLxq8yhIOdAls1n?usp=sharing) * ### [CNN - Rede Treinada 01 época Cats/Dogs - Keras](https://github.com/gustavowillam/RNA/blob/main/redes_treinadas/model_cat_dog_01_Keras.zip) * ### [CNN - Rede Treinada 50 épocas Cats/Dogs - Keras](https://github.com/gustavowillam/RNA/blob/main/redes_treinadas/model_cat_dog_50_Keras.zip) * ### [Colab - CNN dataset Cats/Dogs - PyTorch](https://colab.research.google.com/drive/1QiuZ200MG84fH-kqlXIL6HLDQQMbRHa8?usp=sharing) * ### [CNN - Rede Treinada 01 época Cats/Dogs - PyTorch](https://github.com/gustavowillam/RNA/blob/main/redes_treinadas/model_cat_dog_01_PyTorch.zip) * ### [CNN - Rede Treinada 50 épocas Cats/Dogs - PyTorch](https://github.com/gustavowillam/RNA/blob/main/redes_treinadas/model_cat_dog_50_PyTorch.zip)

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