Prof. Dr. - Ing. Morris Riedel

Artificial Intelligence Data Analysis School for Heliophysicists

Invited Training Course organized by the EC Project Artificial Intelligence Data Analysis (AIDA)
CINECA, Bologna, Italy
2020-01-20 – 2020-01-22
[ EVENT ]


Artificial Intelligence Data Analysis School for Heliophysicists

Materials

[ Lecture 1: Introduction and Differences between AI, ML, NN, and Big Data – Slides ~10.2 MB (pdf) ]

[ Lecture 2: Unsupervised Learning – Clustering – Slides ~7.08 MB (pdf) ]

[ Lecture 3: Unsupervised Learning – Computing – Slides ~10.2 MB (pdf) ]

[ Lecture 4: Supervised Learning – Multi-Class Classification and Generalization – Slides ~8.99 MB (pdf) ]

[ Lecture 5: Supervised Learning – Artificial Neural Networks and Learning Theory – Slides ~6.84 MB (pdf) ]

[ Lecture 6: Deep Neural Networks and Convolutional Neural Networks – Overview – Slides ~12.6 MB (pdf) ]

[ Lecture 7: Deep Neural Networks and Convolutional Neural Networks – Examples – Slides ~13.4 MB (pdf) ]

[ Lecture 8: Reinforcement Learning – Short Introduction – Slides ~12.6 MB (pdf) ]

[ Lecture 9: Performance and Tuning of Machine Learning – Slides ~12.6 MB (pdf) ]

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