├── Hackaton └── hackaton.md ├── Labs ├── Lab10_SSD.ipynb ├── Lab11_Classification_RNN.ipynb ├── Lab12_NMT_attention.ipynb ├── Lab13_ViT.ipynb ├── Lab14_NoiseAutoencoder.ipynb ├── Lab15_VAE.ipynb ├── Lab16_GAN.ipynb ├── Lab17_BERT_finetuning.ipynb ├── Lab1_BinaryClassifier.ipynb ├── Lab2_Backpropagation.ipynb ├── Lab3_MNIST_multiclass.ipynb ├── Lab4_optimization.ipynb ├── Lab5_idea_convolution.ipynb ├── Lab6_CNN_MNIST.ipynb ├── Lab7_CNN_Architectures.ipynb ├── Lab8_TransferLearning.ipynb ├── Lab9_DeteccionObjetosYOLO.ipynb └── LabExtra1_YOLOv4_PyTorch.ipynb ├── README.md └── Slides ├── 10_TransferLearning.pdf ├── 11_ComputerVision.pdf ├── 12_SequenceModels.pdf ├── 13_NeuralMachineTranslation_Attention.pdf ├── 14_Transformers.pdf ├── 15_GenerativeModels.pdf ├── 1_Introduccion.pdf ├── 2_Perceptron_GD.pdf ├── 3_Backpropagation.pdf ├── 4_Softmax_CEL.pdf ├── 5_Initialization_optimization.pdf ├── 6_Regularization_convergence.pdf ├── 7_CNN1.pdf ├── 8_CNN2.pdf └── 9_Classification_Architectures.pdf /Hackaton/hackaton.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Hackaton/hackaton.md -------------------------------------------------------------------------------- /Labs/Lab10_SSD.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab10_SSD.ipynb -------------------------------------------------------------------------------- /Labs/Lab11_Classification_RNN.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab11_Classification_RNN.ipynb -------------------------------------------------------------------------------- /Labs/Lab12_NMT_attention.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab12_NMT_attention.ipynb -------------------------------------------------------------------------------- /Labs/Lab13_ViT.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab13_ViT.ipynb -------------------------------------------------------------------------------- /Labs/Lab14_NoiseAutoencoder.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab14_NoiseAutoencoder.ipynb -------------------------------------------------------------------------------- /Labs/Lab15_VAE.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab15_VAE.ipynb -------------------------------------------------------------------------------- /Labs/Lab16_GAN.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab16_GAN.ipynb -------------------------------------------------------------------------------- /Labs/Lab17_BERT_finetuning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab17_BERT_finetuning.ipynb -------------------------------------------------------------------------------- /Labs/Lab1_BinaryClassifier.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab1_BinaryClassifier.ipynb -------------------------------------------------------------------------------- /Labs/Lab2_Backpropagation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab2_Backpropagation.ipynb -------------------------------------------------------------------------------- /Labs/Lab3_MNIST_multiclass.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab3_MNIST_multiclass.ipynb -------------------------------------------------------------------------------- /Labs/Lab4_optimization.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab4_optimization.ipynb -------------------------------------------------------------------------------- /Labs/Lab5_idea_convolution.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab5_idea_convolution.ipynb -------------------------------------------------------------------------------- /Labs/Lab6_CNN_MNIST.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab6_CNN_MNIST.ipynb -------------------------------------------------------------------------------- /Labs/Lab7_CNN_Architectures.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab7_CNN_Architectures.ipynb -------------------------------------------------------------------------------- /Labs/Lab8_TransferLearning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab8_TransferLearning.ipynb -------------------------------------------------------------------------------- /Labs/Lab9_DeteccionObjetosYOLO.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/Lab9_DeteccionObjetosYOLO.ipynb -------------------------------------------------------------------------------- /Labs/LabExtra1_YOLOv4_PyTorch.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Labs/LabExtra1_YOLOv4_PyTorch.ipynb -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/README.md -------------------------------------------------------------------------------- /Slides/10_TransferLearning.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Slides/10_TransferLearning.pdf -------------------------------------------------------------------------------- /Slides/11_ComputerVision.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Slides/11_ComputerVision.pdf -------------------------------------------------------------------------------- /Slides/12_SequenceModels.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Slides/12_SequenceModels.pdf -------------------------------------------------------------------------------- /Slides/13_NeuralMachineTranslation_Attention.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Slides/13_NeuralMachineTranslation_Attention.pdf -------------------------------------------------------------------------------- /Slides/14_Transformers.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Slides/14_Transformers.pdf -------------------------------------------------------------------------------- /Slides/15_GenerativeModels.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Slides/15_GenerativeModels.pdf -------------------------------------------------------------------------------- /Slides/1_Introduccion.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Slides/1_Introduccion.pdf -------------------------------------------------------------------------------- /Slides/2_Perceptron_GD.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Slides/2_Perceptron_GD.pdf -------------------------------------------------------------------------------- /Slides/3_Backpropagation.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Slides/3_Backpropagation.pdf -------------------------------------------------------------------------------- /Slides/4_Softmax_CEL.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Slides/4_Softmax_CEL.pdf -------------------------------------------------------------------------------- /Slides/5_Initialization_optimization.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Slides/5_Initialization_optimization.pdf -------------------------------------------------------------------------------- /Slides/6_Regularization_convergence.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Slides/6_Regularization_convergence.pdf -------------------------------------------------------------------------------- /Slides/7_CNN1.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Slides/7_CNN1.pdf -------------------------------------------------------------------------------- /Slides/8_CNN2.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Slides/8_CNN2.pdf -------------------------------------------------------------------------------- /Slides/9_Classification_Architectures.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ivansipiran/CC6204-Deep-Learning/HEAD/Slides/9_Classification_Architectures.pdf --------------------------------------------------------------------------------