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).
機械学習:Machine Learning
Machine learning and system architecture for data streams (time series data)
Machine learning and system architecture for data streams (time series data) used for cross-fusion of digital transformation (DX), artificial intelligence (AI), machine learning (ML), and IOT
Probabilistic Generative Models
Probabilistic Generative Models Used in Digital Transformation (DX), Artificial Intelligence (AI), and Machine Learning (ML)
Protected: Explainable Machine Learning (6) Interpretable Model (RuleFit)
Overview of interpretable models using RuleFit, explainable machine learning used in digital transformation (DX), artificial intelligence (AI), and machine learning (ML) (about RuleFit, a model generated by Lasso and ensemble learning)
Algorithms and Data Structures
The algorithms that form the basis of all computer programming, including digital transformation (DX), artificial intelligence (AI), and machine learning (ML)
Protected: Explainable Machine Learning (5) Interpretable Models (Decision Rules)
Explainable Machine Learning that can be used in Digital Transformation (DX), Artificial Intelligence (AI), and Machine Learning (ML). Overview of interpretable models with decision rules (OneR, Sequential Covering, Bayesian Rule List).
Protected: Explainable Machine Learning (4) Interpretable Models (Decision Trees)
Explainable machine learning techniques for digital transformation (DX), artificial intelligence (AI), machine learning (ML) applications, and interpretable models using decision trees (CART, etc.)
Protected: Explainable machine learning (3) Interpretable models (GLM, GAM)
Digital Transformation (DX), Artificial Intelligence (AI), Explainable Machine Learning for Machine Learning (ML) Applications, Generalized Linear Models, GLM, Generalized Additive Models, GAM
Protected: Explainable artificial intelligence (2) Interpretable models (logistic regression model)
Explain machine learning and logistic regression for digital transformation (DX), artificial intelligence (AI), and machine learning (ML) applications.
Protected: Explainable machine learning (1) Interpretable models (linear regression model)
Linear Regression Model as Explainable Machine Learning for Digital Transformation (DX), Artificial Intelligence (AI) and Machine Learning (ML)