グラフ理論

アルゴリズム:Algorithms

Protected: Optimization using Lagrangian functions in machine learning (1)

Optimization using Lagrangian functions in machine learning for digital transformation, artificial intelligence, and machine learning tasks (steepest ascent method, Newton method, dual ascent method, nonlinear equality-constrained optimization problems, closed truly convex function f, μ-strongly convex function, conjugate function, steepest descent method, gradient projection method, linear inequality constrained optimization problems, dual decomposition, alternate direction multiplier method, regularization learning problems)
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
アルゴリズム:Algorithms

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

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アルゴリズム:Algorithms

Overview of combinatorial optimization and libraries and reference books for implementation

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アルゴリズム:Algorithms

An overview of twitter’s recommendation algorithm

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python

Overview of automatic statement generation using Huggingface

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Example implementation for general time series analysis using R or Python

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Overview of LightGBM and its implementation in various languages

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Time series analysis using Prophet

Machine Learning Artificial Intelligence Digital Transformation ICT Sensor Data & IOT ICT Infrastructure Stream Data...
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