アルゴリズム:Algorithms Protected: Introduction to Machine Learning with Bayesian Inference
An overview of machine learning with Bayesian inference, a probabilistic generative model.
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アルゴリズム:Algorithms 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
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.