確率・統計:Probability and Statistics

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
推論技術:inference Technology

Protected: Analysis of time series data (2) Basics of statistical analysis

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機械学習:Machine Learning

Protected: Analysis of Time Series Data (1) Introduction

Overview of time series data analysis methods based on probability models used in digital trasformation (DX), artificial intelligence (AI), and machine learning (ML).
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