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Big Data - Capstone Project · LearnSpace
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Big Data - Capstone Project

Курс от University of California San Diego
Уровень не указан≈ 21.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Welcome to the Capstone Project for Big Data! In this culminating project, you will build a big data ecosystem using tools and methods form the earlier courses in this specialization. You will analyze a data set simulating big data generated from a large number of users who are playing our imaginary game "Catch the Pink Flamingo". During the five week Capstone Project, you will walk through the typical big data science steps for acquiring, exploring, preparing, analyzing, and reporting. In the first two weeks, we will introduce you to the data set and guide you through some exploratory analysis using tools such as Splunk and Open Office. Then we will move into more challenging big data problems requiring the more advanced tools you have learned including KNIME, Spark's MLLib and Gephi. Finally, during the fifth and final week, we will show you how to bring it all together to create engaging and compelling reports and slide presentations. As a result of our collaboration with Splunk, a software company focus on analyzing machine-generated big data, learners with the top projects will be eligible to present to Splunk and meet Splunk recruiters and engineering leadership.

Навыки, которые вы освоите

Data AnalysisSplunkUnstructured DataAnalyticsApache SparkData Analysis SoftwareData ProcessingClassification AlgorithmsNetwork AnalysisSocial Network AnalysisData InfrastructureData WranglingBig DataData Presentation

Программа курса

7 модулей · 36 учебных материалов

01Simulating Big Data for an Online Game8 материалов

Introduction to the Capstone Project

Welcome to the Big Data Capstone ProjectВидеоWelcome from Splunk: Rob Reed World Education EvangelistВидеоPlanning, Preparation, and ReviewЧтениеA Game by Eglence Inc. : Catch The Pink FlamingoЧтение

Учитесь у экспертов

Ilkay Altintas

Chief Data Science Officer

Amarnath Gupta

Director, Advanced Query Processing Lab

Big Data - Capstone Project
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 21.5 ч

7 модулей

Язык: Английский

Субтитры: Арабский, Французский, Бенгальский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Вьетнамский, Нидерландский, Корейский, Ория, Немецкий, Пушту, Урду, Русский, Тайский, Индонезийский, Шведский, Турецкий, Азербайджанский, Испанский, Дари, Хинди, Японский, Казахский, Венгерский, Польский

Часть программы вашего университета
A Summary of Catch the Pink FlamingoВидео
A Conceptual Schema for Catch the Pink FlamingoВидео
Overview of the Catch the Pink Flamingo Data ModelЧтение
Overview of Final Project DesignЧтение
02Acquiring, Exploring, and Preparing the Data8 материалов

Acquiring and Understanding the Game Data

Downloading the Game Data and Associated ScriptsЧтениеUnderstanding the CSV Files Generated by the ScriptsЧтение

Let's Do It: Exploring and Preparing the Data

Optional Review of SplunkЧтение“Catch the Pink Flamingo” Data Exploration with SplunkЧтениеAggregate Calculations Using SplunkЧтениеFiltering the Data With SplunkЧтениеData Exploration With SplunkЗаданиеData Exploration Technical AppendixВзаимная проверка
03Data Classification with KNIME5 материалов

Get Thinking: Classifying Players' Spending Habits

Review: Classification Using Decision Tree in KNIMEЧтениеReview: Interpreting a Decision Tree in KNIMEЧтение

Let's Do It

Workflow Overview for Building a Decision Tree in KNIMEЧтениеDescription of combined_data.csvЧтениеClassifying in KNIME to identify big spenders in Catch the Pink FlamingoВзаимная проверка
04Clustering with Spark6 материалов

Get Thinking: Clustering to Improve Eglence Inc.'s Revenue

Informing business strategies based on client baseЧтениеIs there only “one way” to cluster a client base?ОбсуждениеHow many clusters?ОбсуждениеWhat kind of criteria might provide actionable information for Eglence Inc.?Обсуждение

Let's Do It

Practice with PySpark MLlib ClusteringЧтениеRecommending Actions from Clustering AnalysisВзаимная проверка
05Graph Analytics of Simulated Chat Data With Neo4j3 материалов

Get Thinking: A Graph Analytics Approach to Simulated Chat Data

Understanding the Simulated Chat Data Generated by the ScriptsЧтение

Let's Do It: Working with Simulated Chat Data in Neo4j

Graph Analytics of Catch the Pink Flamingo Chat Data Using Neo4jЧтениеGraph Analytics With Chat Data Using Neo4jВзаимная проверка
06Reporting and Presenting Your Work2 материалов

Final Project Instructions

Week 5: Bringing It All TogetherВидеоFinal project preparationЧтение
07Final Submission4 материалов

Final Project Submission

Final ProjectВзаимная проверкаCongratulations! Some Final Words...Видео

Optional Splunk Submission

Optional 3-minute video: Splunk opportunityВзаимная проверкаPart 2: Help us connect your video to your LinkedIn profileЧтение