課程資訊
 課程名稱 系統效能評估Performance Modeling 開課學期 111-2 授課對象 電機資訊學院  資訊工程學研究所 授課教師 周承復 課號 CSIE5023 課程識別碼 922 U0240 班次 學分 3.0 全/半年 半年 必/選修 選修 上課時間 星期三7,8,9(14:20~17:20) 上課地點 資111 備註 總人數上限：40人 課程簡介影片 核心能力關聯 核心能力與課程規劃關聯圖 課程大綱 為確保您我的權利,請尊重智慧財產權及不得非法影印 課程概述 An intro. to techniques and tools Construct and analyze a model (or by simulations) for computer and communication systems designs. Model-based, AI-based (DNN, data-driven) Or Both? Example Internet, wireless communication, operating system, parallel and distributed system, database system, programming languages, big data analytics, cloud computing…. 課程目標 An intro. to techniques and tools Construct and analyze a model (or by simulations) for computer and communication systems or applications designs. Model-based, AI-based (DNN, data-driven) Or Both? 課程要求 Basic ML and Programming knowledge Math/Statistics knowledge 預期每週課後學習時數 Office Hours 指定閱讀 papers and slides 參考書目 Queueing systems (vol. I & II); Kleinrock Analytical Performance Modeling for Computer Systems; Y.C. Tay Prob., Stochastic process., and Queueing Theory; Randy Nelson. Combinatorial Optimization: Algorithms and Complexity; Christos. H. Papadimitriou and Kenneth Steiglitz 評量方式(僅供參考)
 課程進度
 週次 日期 單元主題 第1週 Introduction 第2週 Probability review 第3週 Discrete Time Event Simulator 第4週 Stochastic Processes 第5週 Stochastic Processes Poisson Process 第6週 Elementary queueing theory M/M/1, M/M/1 variants M/G/1, M/G/1 variants, and Priority Queue 第7週 Elementary queueing theory M/M/1, M/M/1 variants M/G/1, M/G/1 variants, and Priority Queue 第8週 sample of mid-term exam paper list 第9週 Intermediate queueing theory Bounding techniques Matrix Geometric solutions: high-dimensional MC 第10週 Intermediate queueing theory Bounding techniques Matrix Geometric solutions: high-dimensional MC 第11週 Average Value and Fluid approximation 第12週 Open and close system equilibrium decomposition bottleneck analysis flow equivalence 第13週 Markov Decision Process and Reinforcement Learning 第14週 Diffusion Model 第15週 Paper Presentation 第16週 Final Project Presentation