Miscellaneous and Advanced Topics

Lecture Video (Portuguese)

• Miscellaneous and Advanced Topics

Slides (English)

• Miscellaneous and Advanced Topics

Code (Google Colab, Notebooks and More)

• PyTorch: DCGAN tutorial

• TensorFlow: Pix2Pix

• Neural Style Transfer

• Bringing Old Photos Back to Life

• Convolutional Variational Autoencoder

• PyTorch: Self Supervised Learning Demos

• TensorFlow: Adversarial example using FGSM

• Keras: Structured Data

• Keras: Time Series

• Keras: Audio Data

• Keras: Generative Models

• Keras: Reinforcement Learning

• Keras: Graph Data

• Tutorial: Adversarial attacks

• Tutorial: Self-Supervised Contrastive Learning with SimCLR

• Tutorial: Meta-Learning - Learning to Learn

• Interacting with CLIP

• Uncertainty Estimation

• MobileViT: A mobile-friendly Transformer-based model for image classification

Additional Resources

• Image-to-Image Translation with Conditional Adversarial Nets

• Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks

• NVIDIA Research Achieves AI Training Breakthrough Using Limited Datasets

• MelNet: A Generative Model for Audio in the Frequency Domain

• Better Language Models and Their Implications

• DALL·E: Creating Images from Text