ࡱ> g RbjbjVVsr<r<FFL(6'''''''$*q-4"(!""(C(b''rF%T"&.%N'Y(0(%z-Z-"&"&\-~&"("((-F/ u: -NWS"~?el'Yf[ zYef['Y~ Course Syllabus of Zhongnan University of Economics and Law Course Title: Introduction to Data ScienceCourse Code41142005SemesterAutumnTeaching Hours48Credits3PrerequisitesBasics in computer science including programming and mathematics including probability and statistics, linear algebraInstructor InformationNameXIA SongEmail HYPERLINK "mailto:24678790@qq.com" 24678790@qq.com InstituteSchool of Information and Safety EngineeringApplicable ObjectInternational StudentsCourse Objectives On completion of the course the student shall be able to: find publicly available data sets and evaluate their usefulness for given purposes, process data and transform it for analysis, use common clustering and dimension reduction methods to explore data sets and argue on mathematical grounds for the relevance of the methods to the data set and the purpose in question, choose among common probabilistic models for analysis of data set, when choosing model, take into account limitations in computational capacity and complexity, evaluate the reliability of a solution by applying appropriate theoretical principles, including finite sample bounds, consistently take into account aspects of ethics, law and integrity, present the conclusions of an analysis / end product of an application. Course Description (200 words)These will be accomplished through course activities on the following data science topics: Introduction to data analysis tools in Python Descriptive statistics Data structures with Pandas Introductory hypothesis testing and statistical inference Web scraping and data acquisition via APIs Linear regression Classification methods, including logistic regression, k-nearest neighbors, decision trees, support vector machines, and neural networks Data visualization Clustering methods Dimensionality reduction, including principle component analysis Network analysis Rating, ranking, and elections Cleaning and reformatting messy datasets using regular expressions or dedicated tools such as open refine Natural language processing Ethics of big data Assessment Methods Your final grade will be determined by your performance on the various aspects of the class: Homework: 25%, assessed on your individual submissions. We will drop the lowest homework grade. Project: 70%, assessed on meeting the project criteria and your peer assessment. The 70% is split between the two milestones and the proposal. 10% are assigned to the proposal, 20% are assigned to your first milestone, 40% to your final submission. Group Activities: 5%, 1% for each activity. We will evaluate your work holistically beyond mechanical correctness and focus on the overall quality of the work. Textbooks and ReferencesTextbooks Introduction to Data Science: A Python Approach to Concepts, Techniques and Applications, 1st edition, Laura Igual, Santi Segu, Springer, 2017 References Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython, 2nd edition, Wes McKinney, OReilly Media (2017) Data Science from Scratch: First Principles with Python, Joel Grus, OReilly Media (2015) Course planningChapter 1Topic1: What is Data Science? Topic2: About This Book Chapter 2 Topic1: Toolboxes for Data Scientists Topic2: Fundamental Python Libraries for Data Scientists Topic3: Data Science Ecosystem Installation Topic4: Integrated Development Environments (IDE) Topic5: Get Started with Python for Data Scientists Chapter 3Topic1: Descriptive Statistics Topic2: Data Preparation Topic3: Exploratory Data Analysis 3.3.1 Summarizing the Data 3.3.2 Data Distributions 3.3.3 Outlier Treatment 3.3.4 Measuring Asymmetry: Skewness and Pearsons Median Skewness Coefficient 3.3.5 Continuous Distribution 3.3.6 Kernel Density Topic4: Estimation 3.4.1 Sample and Estimated Mean, Variance and Standard Scores, 3.4.2 Covariance, and Pearsons and Spearmans Rank Correlation Chapter 4Topic1: Statistical Inference: The Frequentist Approach Topic2: Measuring the Variability in Estimates 4.3.1 Point Estimates 4.3.2 Confidence Intervals Topic3: Hypothesis Testing 4.4.1 Testing Hypotheses Using Confidence Intervals 4.4.2 Testing Hypotheses Using p-Values Topic4: But Is the Effect E Real? Chapter 5Topic1: Supervised Learning 5.1 Introduction 5.2 The Problem 5.3 First Steps 5.4 What Is Learning? Topic2: Learning Curves 5.6 Training, Validation and Test Topic3: Two Learning Models 5.7.1 Generalities Concerning Learning Models 5.7.2 Support Vector Machines 5.7.3 Random Forest 5.8 Ending the Learning Process Topic4: A Toy Business Case Chapter 6Topic1: Regression Analysis Topic2: Linear Regression 6.2.1 Simple Linear Regression 6.2.2 Multiple Linear Regression and Polynomial Regression 6.2.3 Sparse Model Topic3: Logistic Regression Chapter 7Topic1: Unsupervised Learning Topic2: Clustering 7.2.1 Similarity and Distances 7.2.2 What Constitutes a Good Clustering? Defining Metrics to Measure Clustering Quality 7.2.3 Taxonomies of Clustering Techniques Topic3: Case Study Chapter 8Topic1: Network Analysis Topic2: Basic Definitions in Graphs Topic3: Social Network Analysis 8.3.1 Basics in NetworkX 8.3.2 Practical Case: Facebook Dataset Topic4: Centrality 8.4.1 Drawing Centrality in Graphs 8.4.2 PageRank Topic5: Ego-Networks Topic6: Community Detection      . : > P R Z \ ` b p r t x ʸtgZNBZgBZghIlhIl5aJo(hIlhIl5\aJhIlh6&5\aJo(hIlhIl5\aJo(hIlh6&5\aJ hIlhIl5B*KHaJph#hIlhIlB*KH\aJo(ph hIlh6&5B*KHaJphh6&#hIlhIl5B*KHaJo(phhIl5CJ\aJo($hIl5CJOJPJQJ^JaJo(+jhIl5B*CJOJQJUaJph F gQ$$Ifa$gdIll mkd$$IfT7(9)0644 lap ytIlT$Ifl KWD,`K WD` $WDX`a$  . < $$Ifa$gdIll $$Ifa$gdIll < > \ b J4$$Ifa$gdIll $$Ifa$gdIll kd$$IfT7\ w(d  V 0644 lap(ytIlTb r v x kd^$$IfT7\ w(d  V 0644 lap(ytIlT$$Ifa$gdIll $$Ifa$gdIll x @ A X N4$dh$1$Ifa$gdIll kd1$$IfT70 (d 0644 lapytIlT$$Ifa$gdIll $$Ifa$gdIll  ? 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