Lesson 6: Generative Adversarial Networks and Transfer Learning
Deep Learning with PyTorch: Zero to GANs
Course HomeLesson 1 - PyTorch Basics and Gradient DescentAssignment 1 - All About torch.TensorLesson 2 - Working with Images and Logistic RegressionAssignment 2 - Train Your First ModelLesson 3 - Training Deep Neural Networks on a GPUAssignment 3 - Feed Forward Neural NetworksLesson 4 - Image Classification with Convolutional Neural NetworksLesson 5 - Data Augmentation, Regularization & ResNets
Hindi Version: https://youtu.be/87xD5NEmLhA
In this lesson, we apply the techniques covered in previous lessons for generating images for anime faces using Generative Adversarial Networks or GANs. Notebooks used in this tutorial:
- Generating anime faces using GANs: https://jovian.ai/aakashns/06b-anime-dcgan
- Generating handwritten digits using GANs: https://jovian.ai/aakashns/06-mnist-gan
- Transfer Learning using pretrained models: https://jovian.ai/aakashns/transfer-learning-pytorch
- Zero to GANs using Tensorflow: https://jovian.ai/kartik.godawat/collections/tf-zero-to-gan
Ask questions and get help on the course discussion forum.
aakashns/06b-anime-dcgan
aakashns/06-mnist-gan
aakashns/transfer-learning-pytorch
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