Protected: Decision Tree Algorithm (4) Rule Classification using R
Rule extraction with R using decision tree algorithm, C5.0, and Ripper
数学:Mathematics
Protected: Decision Tree Algorithm (2) Clustering with R
Classification using R, a classical machine learning algorithm, the decision tree algorithm.
Protected: Decision Tree Algorithm (3) Rule Classification Overview
Rule extraction using the decision tree algorithm, a classical machine learning algorithm.
Protected: Introduction to Machine Learning with Bayesian Inference
An overview of machine learning with Bayesian inference, a probabilistic generative model.
Protected: Submodular Optimization and Machine Learning – Overview
Overview of inferior modular optimization, which is machine learning for discrete variables used in sensor placement optimization.
Protected: Causal Exploration of Statistics – Introduction
Overview of methods for statistical learning of causal information, and methods for determining various causal relationships.
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
Word2Vec
An overview of Wprd2Vec, an application of deep learning models to natural language processing.
Protected: Gaussian Processes and Machine Learning – Introduction
Overview of Gaussian Generative Models for Machine Learning without Parameterization of Probabilistic Generative Models
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.