アルゴリズム:Algorithms Protected: Decision Tree Algorithm (2) Clustering with R
Classification using R, a classical machine learning algorithm, the decision tree algorithm.
最適化:Optimization
アルゴリズム:Algorithms アルゴリズム:Algorithms Protected: Decision Tree Algorithm (3) Rule Classification Overview
Rule extraction using the decision tree algorithm, a classical machine learning algorithm.
微分積分:Calculus Protected: Submodular Optimization and Machine Learning – Overview
Overview of inferior modular optimization, which is machine learning for discrete variables used in sensor placement optimization.
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.
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
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.
幾何学:Geometry Fundamentals of Computer Mathematics
Overview of computer mathematics as a basis for artificial intelligence and machine learning techniques, functions, sets, probability, simultaneous equations, differentiation, and integration.