Lecture

Data Mining, SOKENDAI (NII)

Teaching Assistant (FY2023): Profir-Petru Pârțachi

Date Title
2025.10.17 Learning and Computing
2025.10.24 Pattern Mining
2025.10.31 Graph Mining
2025.11.7 & 21 Supervised Pattern Mining
2025.11.28 Boltzmann Machines
2025.12.5 Bias-variance tradeoff
2025.12.12 Clustering
2025.12.19 Outlier Detection
2025.12.26 Classification
2024.1.5 SVM and Kernel Methods
2024.1.12 Feature Selection
2024.1.19 From Basics to GNNs

Introduction to Big Data Science, SOKENDAI (NII)

Date Title
2024.11.20 Machine Learning for Graph Structured Data  [supplement]

Introduction to Intelligent Systems Science II, SOKENDAI (NII)

Date Title
2025.10.20 Mechanisms of Machine Learning
2025.10.27 Pattern Discovery and Generative Models
2025.11.10 Machine Learning and Information Geometry

Special Lecture at National Institute of Technology, Kurume College

Date Title
2019.12.6 Mechanisms of Machine Learning (in Japanese)

© Mahito Sugiyama 2025