Advanced NLP & Transformers

• YouTube: Transformers Explained by 3Blue1Brown
• YouTube: BERT Explained by Chris McCormick
• Article: The Illustrated Transformer by Jay Alammar
• Book: "Natural Language Processing with Transformers" by Lewis Tunstall et al.
• GitHub Repo: Hugging Face Transformers
• GitHub Repo: BERT (Google Research)

Reinforcement Learning

• YouTube: Reinforcement Learning Series by DeepMind
• YouTube: Reinforcement Learning Explained by Gonkee
• Article: OpenAI Spinning Up in Deep RL
• Book: "Reinforcement Learning: An Introduction" by Richard S. Sutton and Andrew G. Barto
• GitHub Repo: OpenAI Spinning Up Code Examples

GANs & Generative AI

• YouTube: Generative Adversarial Networks (GANs) Explained by DeepBean
• YouTube: Generative AI in a Nutshell
• YouTube: Generative AI course by freeCodeCamp
• Article: GAN — What is Generative Adversarial Networks GAN?
• Article: Papers with Code - Image Generation
• Book: "Generative Deep Learning" by David Foster
• GitHub Repo: PyTorch-GAN

MLOps & Deployment

• YouTube: What is MLOps? by Codebasics
• YouTube: Deploying Machine Learning Models by TensorFlow
• Docs: Kubeflow Documentation
• Docs: MLflow Documentation
• Article: What is MLOps?
• Book: Introducing MLOps: How to Scale Machine Learning in the Enterprise
• GitHub Repo: MLflow GitHub Repository
• GitHub Repo: Kubeflow GitHub Repository

Research Topics

• Book: "Deep Learning" by Ian Goodfellow, Yoshua Bengio, and Aaron Courville
• GitHub Repo: Awesome Deep Learning