Mini-lecture on Differentiable Neural Architecture Search (DARTS)

Lecture on Deep Meta-Learning (MAML, Matching network, Prototypical network)

Stateless Neural Meta-Learning using Second-Order Gradients (ECMLPKDD 2022)

Automated Machine Learning - Tree Parzen Estimator (TPE)

Automated Machine Learning: Sequential Model-Based Optimization (SMBO) and Bayesian Optimization

Automated Machine Learning - Successive Halving and Hyperband

Automated Machine Learning: Grid Search and Random Search

Automated Machine Learning: Combined Algorithm Selection and Hyperparameter Optimization (CASH)

Automated Machine Learning: what is it, and why important?

The Feature Representations of Transfer Learning and Gradient-Based Meta-Learning

Meta-Learning - Master Thesis Presentation

Meta-Learning for Neural Networks: what is it?