最適化:Optimization Protected: Causal Exploration of Statistics – Introduction
Overview of methods for statistical learning of causal information, and methods for determining various causal relationships.
2021-05
最適化:Optimization アルゴリズム:Algorithms Sequential Pattern Mining
Overview of data mining to find patterns in data delivered in sequence and introduction to the actual use of SPMF, an oven source
検索技術:Search Technology Juman and KNP
Juman and KNP, open source Japanese natural language processing tools (morphological analysis, takedown analysis, etc.)
機械学習:Machine Learning Protected: Machine Learning Based on Sparsity Overview
An overview of efficient machine learning using sparsity, L1 norm regularization
機械学習:Machine Learning Protected: Natural Language Processing with Deep Learning (1) Data Representation Model
Overview of natural language processing by deep learning, one-hot vector, distributed representation
微分積分:Calculus Word2Vec
An overview of Wprd2Vec, an application of deep learning models to natural language processing.
最適化:Optimization Protected: Gaussian Processes and Machine Learning – Introduction
Overview of Gaussian Generative Models for Machine Learning without Parameterization of Probabilistic Generative Models
アルゴリズム:Algorithms Protected: Support Vector Machines – Overview
Overview of SVMs (Support Vector Machines), the basis for various machine learning methods such as classification, regression, and unsupervised learning.
機械学習:Machine Learning Relational Data Learning
Extraction, knowledge extraction and prediction by machine learning of relationships used in graph analysis, etc.
アルゴリズム:Algorithms Protected: Mixed Unigram Model
Basics of topic models for classification of document data, compound unigram models and LDA for teaching beginners