機械学習:Machine Learning Protected: From Averages to Individuality: The Open World of Statistical Modeling (2)hierarchical Bayesian model
From the Statistics of Means to the Statistics of Individuality Estimation with Bayesian Modeling
数学:Mathematics
機械学習:Machine Learning 機械学習:Machine Learning Protected: From Averages to Individuality: The Open World of Statistical Modeling (1)Statistical Model Overview
From statistics of averages to statistics of personality, using Bayesian modeling, Hierarchical Bayes
推論技術:inference Technology Protected: Introduction to Hierarchical Bayes (from GLM to Hierarchical Bayesian Model)
Bayesian inference that can be used for artificial intelligence (AI), natural language, and digital transformation (DX); generate hierarchical Bayesian models from GLM models to solve complex statistical models
推論技術:inference Technology Protected: What is MCMC (Overview)
Markov Chain Monte Carlo (MCMC), a key tool in Bayesian inference for artificial intelligence (AI) tasks, digital transformation (DX), natural language processing, etc.
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.
機械学習:Machine Learning Protected: Topic models that capture the individuality of language
Topic models to capture latent meanings behind sentences, differences between various probabilistic approaches and deep learning, supervised LDA, Boltzmann machines,Naive Bayes
確率・統計:Probability and Statistics Introduction to models of language (probabilistic unigram models and Bayesian probability)
Natural language processing as it applies to digital transformation (DX), artificial intelligence (AI), machine learning, etc. Modeling of natural language, application of unigram models and Bayesian probabilistic models.
IOT技術:IOT Technology Protected: Analysis of Time Series Data (4) ARCH Model and GARCH Model
Basic analysis of time series data used in digital transformation (DX), machine learning (ML), artificial intelligence (AI), and IOT, and ARCH and GARCH models
セマンテックウェブ技術:Semantic web Technology Protected: Analysis of Time Series Data (3) Analysis of Time Dependent Data and AR Model
Basic analysis of time series data used in digital transformation (DX), machine learning (ML), artificial intelligence (AI), and IOT, AR models, random walks, and white noise
推論技術:inference Technology Heuristics and Frame Problems
Heuristics and artificial intelligence frame problems at the base of human behavior.macro-economics