python Introduction to programming in the Python language (1) What is programming?
Basic mechanism and history of progming and computers
ICT技術:ICT Technology
python python Python and Machine Learning(3)Other Machine Learning
Overview of Python, a programming language used in digital transformation , artificial intelligence , and machine learning
地理空間情報処理 Geospatial Information Processing
Free software for geospatial information that can be used for digital transformation (DX) and artificial intelligence (AI) tasks (QGIS), R) and information on the development of business and other applications.
python Speech Recognition Technology
Application of deep learning and other machine learning techniques to speech signal processing for digital transformation and artificial intelligence tasks
推論技術:inference Technology Protected: Convolutional Neural Networks (2) CNN Overview and Implementation
Overview of convolutional neural networks, a deep learning technique used for image recognition.
推論技術:inference Technology Protected: Convolutional Neural Networks (1) Forward and Reverse Propagation Algorithms and Mini-Batch
Forward and back propagation algorithms and mini-batches as the basis for algorithms in DNNs that can be used for digital transformation and artificial intelligence tasks.
機械学習:Machine Learning Deep Learning Technologies
Deep learning technology, one of the breakthroughs in artificial intelligence technology and machine learning technology
推論技術:inference Technology Protected: Classification (4) Group learning(Ensemble Learning, Random Forest) and evaluation of learning results(Cross-validation method)
Algorithms for collective learning for data classification and evaluation of classification results (ensemble learning, bagging, boosting, random forests, cross-validation)
推論技術:inference Technology Protected: Classification (3) Probabilistic Discriminant Function(Logistic, Softmax Regression) and Local Learning(K-nearest neighbor method, kernel density estimation)
Probabilistic discriminant functions and local learning used in classifiers for data classification
推論技術:inference Technology Protected: Classification (2) Optimization process(Gradient Descent Method, Newton’s Method, Perceptron, SVM)
Classification techniques for image recognition for use in digital transformation (DX) and artificial intelligence (AI), perceptron, squared loss (Adakine algorithm), SVM (SGD-SVM algorithm)