EPFL Machine Learning and Optimization Laboratory

Short Course on Optimization for Machine Learning - Slides and Practical Lab - Pre-doc Summer School on Learning Systems, July 3 to 7, 2017, Zürich, Switzerland

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Short Course on Optimization for Machine Learning - Slides and Practical Labs - DS3 Data Science Summer School, June 24 to 28, 2019, Paris, France

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EPFL Course - Optimization for Machine Learning - CS-439

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Practical low-rank gradient compression for distributed optimization: https://arxiv.org/abs/1905.13727

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General purpose unsupervised sentence representations

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Sparsified SGD with Memory: https://arxiv.org/abs/1809.07599

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Extracting knowledge graphs from language models as a diagnostic benchmark of model performance (NeurIPS XAI 2021).

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