2021-03

数理論理学:Mathematical logic

Formal Languages and Mathematical Logics

Overview of formal linguistics and semantics as a basis for programming languages and natural language processing
Clojure

Natural Language Processing with Clojure

Overview and utilization of clojuer-openNLP, a natural language processing tool in Clojure
自然言語処理:Natural Language Processing

Introduction to various tools for natural language processing

Overview of natural language processing that can be used for digital transformation (DX), artificial intelligence (AI), and machine learning (ML), introduction of various tools such as language analysis and machine learning, morphological analysis, speech recognition, language processing library, reading estimation, phrase structure analysis, finite state model, machine translation, machine learning
自然言語処理:Natural Language Processing

Natural Language Processing Technology

An overview of natural language processing as a base technology in digital transformation (DX), artificial intelligence (AI), and machine learning (ML)
機械学習:Machine Learning

General Machine Learning and Data Analysis

Overview of machine learning for beginners, differences between types of learning and results, no-free lunch theorem as a frame for machine learning.
python

Clustering with R – k-means

Machine learning using R, unsupervised, non-hierarchical classification using k-means
R

hierarchical clustering with R

Machine learning using R, classification with hierarchical clustering function hclust
R

R Language Preferences

Overview of machine learning using R, setting up the environment and handling data
R

Reference books on machine learning with R

Overview of machine learning with R, history of R and introduction to reference books
自然言語処理:Natural Language Processing

Openrefine: Data cleansing tool

Overview of openrefine, a natural language processing tool used in DX and the Semantic Web
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