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推論技術:inference Technology

Protected: Bayesian Super Quick Learning (Basics of Bayesian Estimation and Hierarchical Bayesian Models)

The basics of Bayesian inference and hierarchical Bayesian models that can be used for various tasks, including state space models, hidden Markov models, Markov field models, and CAR models.
最適化:Optimization

Protected: Nonparametric Bayesian Point Processes and the Mathematics of Statistical Machine Learning Overview

An overview of the nonparametric Bayesian method, a probability generation model in infinite dimensions
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.
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
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