Big Data Capstone Project

Big Data Capstone Project

Curso
en
Inglês
24 h
Este conteúdo é classificado como 0 de 5
Fonte
  • De www.edx.org
CONDIÇÕES
  • Individualizado
  • Acesso livre
  • Certificado pago
Mais informações
  • 6 sequências
  • Advanced Level

Os seus colaboradores estão a aprender diariamente com Edflex

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Detalhes do curso

Programa de Estudos

Dataset overview, data selection and ethics
Understand ethical issues and concerns around big data projects;Describe how ethical issues apply to the sample dataset;Describe up to three ethical approaches;Apply ethical analysis to scenarios.

Exam (timed, proctored)
The exam will cover content from the first four courses in the Big Data MicroMasters program, including the Ethics section of this capstone course, DataCapX. Itwill include questions on topics such as code structure and testing, variable types, graphs, big data algorithms, regression and ethics.

Project Task 1: Data cleaning and Regression
Understand the basic data cleaning and preprocessing steps required in the analysis of a real data set;Create computer code to read data and perform data cleaning and preprocessing;Judge the appropriateness of a fitted regression model to the data;Determine whether simplification of a regression model is appropriate;Apply a fitted regression model to obtain predictions for new observations.

Project Task 2: Classification
Build classifiers to predict the output of a desired factor;Analyse learned classifiers;Design a feature selection scheme;Design a scheme for evaluating the performance of classifiers.

Pré-requisito

Candidates interested in pursuing this program are advised to complete

,,&before this course.

Instrutores

Nick Falkner
Associate Professor, School of Computer Science
University of Adelaide

Gary Glonek
Associate Professor, School of Mathematical Sciences
University of Adelaide

Lingqiao Liu
Researcher, School of Computer Science
University of Adelaide

Gavin Meredith
Research Associate, School of Computer Science
University of Adelaide

Ian Knight
Lecturer, School of Computer Science
University of Adelaide

Editor

University of Adelaide

Plataforma

EdX est une plateforme d'apprentissage en ligne (dite FLOT ou MOOC). Elle héberge et met gratuitement à disposition des cours en ligne de niveau universitaire à travers le monde entier. Elle mène également des recherches sur l'apprentissage en ligne et la façon dont les utilisateurs utilisent celle-ci. Elle est à but non lucratif et la plateforme utilise un logiciel open source.

EdX a été fondée par le Massachusetts Institute of Technology et par l'université Harvard en mai 2012. En 2014, environ 50 écoles, associations et organisations internationales offrent ou projettent d'offrir des cours sur EdX. En juillet 2014, elle avait plus de 2,5 millions d'utilisateurs suivant plus de 200 cours en ligne.

Les deux universités américaines qui financent la plateforme ont investi 60 millions USD dans son développement. La plateforme France Université Numérique utilise la technologie openedX, supportée par Google.

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