確率・統計:Probability and Statistics

アルゴリズム:Algorithms

Protected: Optimization Using Lagrangian Functions in Machine Learning (2) Extended Lagrangian Method

Overview of optimization methods and algorithms using extended Lagrangian function methods in machine learning for digital transformation, artificial intelligence, and machine learning tasks proximity point algorithm, strongly convex, linear convergence, linearly constrained convex optimization problems, strong duality theorem, steepest descent method, Moreau envelope, conjugate function, proximity mapping, dual problem, dual ascent method, penalty function method, barrier function method
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Protected: Fundamentals of convex analysis in stochastic optimization (2) Fenchel’s dual theorem, proximity maps and strongly convex functions

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アルゴリズム:Algorithms

Overview of python Keras and examples of its application to basic deep learning tasks

Summary This section provides an overview of python Keras and specific applications to basic deep learning ...
アルゴリズム:Algorithms

Overview of combinatorial optimization and libraries and reference books for implementation

  What is a combinatorial optimization problem? Combinatorial optimization theory has been applied to many real...
アルゴリズム:Algorithms

An overview of twitter’s recommendation algorithm

  Overviews Twitter Inc. has released a Twitter recommendation system that is getting a lot of attention. Bel...
アルゴリズム:Algorithms

Overview of probability and statistics, its philosophy, and libraries in various languages for specific use

About Probability and Statistics Probability and statistics is one of the fields of mathematics, which ...
python

Overview of automatic statement generation using Huggingface

Huggingface Huggingface is an open source platform and library for machine learning and natural language pro...
アルゴリズム:Algorithms

Example implementation for general time series analysis using R or Python

Overview of time series data analysis Time-series data is called data whose values change over time, suc...
アルゴリズム:Algorithms

Overview of LightGBM and its implementation in various languages

LightGBM Overview LightGBM is a Gradient Boosting Machine (GBM) framework developed by Microsoft, which i...
python

Overview of machine learning and data analysis in Python and introduction to typical libraries

Commentary on libraries and reference books on data analysis using Pyhon, which is used for digital transformation and artificial intelligence
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