Repository Index

🧑‍🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

• deep-learning
• deep-learning-tutorial
• pytorch
• gan

A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers.

• machine-learning
• machine-intelligence
• artificial-intelligence
• reinforcement-learning

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

• transferlearning
• domain-adaptation
• transfer-learning
• survey

A collection of research papers on decision, classification and regression trees with implementations.

• decision-tree
• decision-tree-classifier
• gradient-boosting
• gradient-boosting-machine

A curated list of community detection research papers with implementations.

• graph-clustering
• network-clustering
• clustering
• dimensionality-reduction

A curated list of gradient boosting research papers with implementations.

• gradient-boosting
• gradient-boosting-classifier
• gradient-boosting-machine
• gradient-boosted-trees

A curated list of Monte Carlo tree search papers with implementations.

• tree-search
• learning
• machine-learning
• deep-learning

We well know GANs for success in the realistic image generation. However, they can be applied in tabular data generation. We will review and examine some recent papers about tabular GANs in action.

• tabular-data
• gans
• train-dataframe
• adversarial-filtering