EE3001Foundations of Data Engineering

这门课学什么

课程简介

The aim of this course is to provide students with an understanding of the basic probability and statistical techniques used in data engineering.

校方 PDF 第 2 页 · Abstract

课程内容

Introduction A bird eye’s view of the course with an emphasis on probabilistic and statistical techniques and tools for data engineering applications, and the use and possible miss-uses Probability models for data engineering Essential concepts in probability, Bayes’ reasoning, Markov and Chebyshev’s inequality, representation of data and events as random variables, popular probability distributions in data engineering, ways to represent relationships between random variables, sampling methods Statistical tools and their data engineering applications Statistical descriptors, parameter estimation, parametric and non-parametric hypothesis testing, correlation, linear regression and model building, prediction, useful engineering tools and software, assumptions, precautions and limits of statistics, common pitfalls in interpreting data

校方 PDF 第 4 页 · Keyword Syllabus

预期学习成果

查看校方学习成果与对应条件

CILOs                                                    Weighting (if DEC-A1         DEC-A2           DEC-A3
                                                                        app.)
1              Apply and evaluate probability techniques for                           x              x
               modeling and analyzing data
2              Analyze and interpret data using statistical                            x              x
               tools, explain their physical meanings and
               implications
3              Demonstrate the application of learned                                  x              x
               techniques in solving real-world data
               engineering problems

校方 PDF 第 2 页 · Course Intended Learning Outcomes (CILOs)

我能不能修这门课

先修、建议先备和并修要求分别查看；等同及互斥条件也会影响选课。and 表示同时满足，or 表示备选；组合条件按下方原文分组阅读。

先修条件

MA1200 Calculus and Basic Linear Algebra I, or MA1300 Enhanced Calculus and Linear Algebra I

校方 PDF 第 1 页 · Prerequisites

建议先备知识

MA1201 Calculus and Basic Linear Algebra II, or MA1301 Enhanced Calculus and Linear Algebra II

校方 PDF 第 1 页 · Precursors

并修要求

该版官方课纲未列明该项。

其他修读要求

该版官方课纲未列明该项。

等同课程及条件

无（校方注明 Nil）

校方 PDF 第 1 页 · Equivalent Courses

互斥课程及条件

无（校方注明 Nil）

校方 PDF 第 1 页 · Exclusive Courses

怎么考，怎样才算通过

考核方式

Continuous Assessment (%): 50; Examination (%): 50; Examination Duration (Hours): 2

查看校方原始考核表与使用要求

ATs                  CILO No.                Weighting (%)           Remarks ("-" for     Allow Use of
                                                                                           nil entry)           GenAI?
1                     Tests (min.:2)       1, 2, 3                 30                      -                    No
2                     #Assignments         1, 2, 3                 20                      -                    Yes
                      (min.: 3)

校方 PDF 第 2 页 · Continuous Assessment (%),Examination (%),Examination Duration (Hours)

通过条件

Minimum Examination Passing Requirement (%): 30 Additional Information for ATs: Remark: To pass the course, students are required to achieve at least 30% in coursework and 30% in the examination. # may include mini projects, in-class assignments, and homework assignments.

校方 PDF 第 3 页 · Minimum Examination Passing Requirement (%),Additional Information for ATs