PRACE Tutorial: Parallel and Scalable Machine Learning – Introduction
Invited Tutorial
PRACE Advanced Training Center, Juelich Supercomputing Centre, Germany
2020-02-17 – 2020-02-19
[ EVENT ]
Lecture 1 – Parallel and Scalable Machine Learning driven by HPC (pdf, ~14,3 MB) [Morris Riedel]
Lecture 2 – Introduction to Machine Learning Fundamentals (pdf, ~5,58 MB) [Morris Riedel]
Lecture 3 – Supervised Learning with a Simple Learning Model (pdf, ~8,05 MB) [Morris Riedel]
Lecture 4 – Artificial Neural Networks – ANNs (pdf, ~2,73 MB) [Gabriele Cavallaro]
Lecture 5 – Introduction to Statistical Learning Theory (pdf, ~2,73 MB) [Morris Riedel]
Lecture 6 – Validation and Regularization (pdf, ~5,97 MB) [Morris Riedel]
Lecture 7 – Pattern Recognition Systems (pdf, ~2,92 MB) [Gabriele Cavallaro]
Lecture 8 – Parallel and Distributed Training of ANN (pdf, ~0,78 MB) [Gabriele Cavallaro]
Lecture 9 – Supervised Learning with Deep Learning (pdf, ~15,90 MB) [Morris Riedel]
Lecture 10 – Unsupervised Learning – Clustering (pdf, ~1,19 MB) [Gabriele Cavallaro]
Lecture 11 – Clustering with HPC (pdf, ~2,86 MB) [Gabriele Cavallaro]
Lecture 12 – Introduction to Deep Reinforcement Learning (pdf, ~7,80 MB) [Jenia Jitsev]
πPRACE Parallel and Scalable #MachineLearning 3-day tutorial at the JΓΌlich Supercomputing Centre @fzj_jsc @MorrisRiedel #PatternRecognition #DeepLearning
Download Materialsπ https://t.co/ONh7zceXXH
(Credit: https://t.co/gevjf62Pmx ) pic.twitter.com/pCoqXAVdcAβ Mustafa Ustuner (@mustuner2) February 22, 2020
Thanks to all participants of our @PRACE_RI Training Parallel & Scalable #MachineLearning 3 days course teaching with G.Cavallaro & J.Jitsev using #HPC & @ProjectJupyter @fzj_jsc @DEEPprojects @fz_juelich @Haskoli_Islands @uisens @helmholtz_ai
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slides: https://t.co/GgSVchgI54
. pic.twitter.com/kOEOJKXFi5β Morris Riedel (@MorrisRiedel) February 21, 2020
Enjoying dinner with participants of @PRACE_RI Training Parallel & Scalable #MachineLearning Day 2 teaching with R. Sedona & G. Cavallaro using #HPC via @ProjectJupyter @fzj_jsc @DEEPprojects @fz_juelich @Haskoli_Islands @uisens @helmholtz_ai
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slides: https://t.co/GgSVchgI54
. pic.twitter.com/W81xfZBd88β Morris Riedel (@MorrisRiedel) February 19, 2020
ππ‘ππππ¨ ππ«πππ‘πππ‘π: @PRACE_RI Training – Parallel & Scalable #MachineLearning – Day 1 teaching alongside G. Cavallaro using modular #HPC via @ProjectJupyter @fzj_jsc @DEEPprojects @fz_juelich @Haskoli_Islands @uisens @helmholtz_ai
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slides: https://t.co/GgSVchgI54
. pic.twitter.com/laHDWsHjfeβ Morris Riedel (@MorrisRiedel) February 18, 2020
https://orcid.org/0000-0003-1810-9330