Videos - AutoML-Space

By now, several YT channels provide videos about current AutoML research. Below, you can find some of them and play them directly. Please note that these are rather not meant for beginners, but more advanced practitioners or researchers. If you are looking for material to get started with AutoML, please have a look at the AutoML MOOC at the AI Campus.

AutoMLConf

Channel of the international conference on AutoML

YouTube Video VVVZMWZXaEN6Zi1OMFdLVW90UXJzQ0hBLkg1aTk4emRjajRB

[AUTOML24 Industry Day] Foundation Models on Linked Business Data

[AUTOML24] Towards Zero-Cost Proxies for Performance Prediction beyond CIFAR-10

by Gjorgjina Cenikj, Ana Nikolikj, Tome Eftimov

[AUTOML24] Recent Advances in Meta-features for Automated Single-Objective Black-Box Optimization

by Nick Erickson, Oleksandr Shchur and Caner Turkmen

[AUTOML24] AutoGluon: Towards No-Code Automated Machine Learning

[AUTOML24] Manual and automatic preprocessing tables for machine learning, with scikit-learn & skrub

[AUTOML24] Automated Reinforcement Learning

[AUTOML24] Automated ML and Tuning with FLAML in Microsoft Fabric

[AUTOML24] On Scaling Laws, Foundation Models and HPC

[AUTOML24] Machine Learning in the Optimization and Discovery Loop

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AutoML Freiburg Hannover Tübingen

This channel features videos about automated machine learning (AutoML) from the AutoML groups at the University of Freiburg, Leibniz University Hannover and University of Tübingen. Common topics include hyperparameter optimization, neural architecture search, meta-learning, dynamic algorithm configuration and more.