The Caltech-JPL Summer School on Big Data Analytics

The Caltech-JPL Summer School on Big Data Analytics

Curso
en
Inglês
40 h
Este conteúdo é classificado como 4.5 de 5
Fonte
  • De www.coursera.org
CONDIÇÕES
  • Individualizado
  • Acesso livre
Mais informações
  • 2 sequências
  • Introductive Level

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Detalhes do curso

Programa de Estudos

The anticipated schedule of lectures (subject to changes):

Each bullet bellow corresponds to a set of materials that includes approximately 2 hours of video lectures, various links and supplementary materials, plus some on-line, hands-on exercises.

1. Introduction to the school.  Software architectures.  Introduction to Machine Learning.

2. Best programming practices.  Information retrieval.

3. Introduction to R.  Markov Chain Monte Carlo.

4. Statistical resampling and inference.

5. Databases.

6. Data visualization.

7. Clustering and classification.

8. Decision trees and random forests.

9. Dimensionality reduction.  Closing remarks.

Pré-requisito

Nenhum.

Instrutores

  • Amy Braverman - Jet Propulsion Laboratory (JPL)
  • Thomas Fuchs - Jet Propulsion Laboratory (JPL)
  • Julian Bunn - Center for Data-Driven Discovery
  • Chris Mattmann - Jet Propulsion Laboratory (JPL)
  • Santiago Lombeyda - Center for Data-Driven Discovery
  • Ciro Donalek
  • Daniel Crichton - Jet Propulsion Laboratory (JPL)
  • Richard Doyle - Jet Propulsion Laboratory (JPL)
  • Ashish Mahabal
  • David Thompson - Jet Propulsion Laboratory (JPL)
  • Scott Davidoff - Jet Propulsion Laboratory (JPL)
  • S. Djorgovski - Astronomy
  • Matthew Graham

Editor

Caltech is a world-renowned science and engineering research and education institution, where extraordinary faculty and students seek answers to complex questions, discover new knowledge, lead innovation, and transform our future. Caltech's mission is to expand human knowledge and benefit society through research integrated with education. We investigate the most challenging, fundamental problems in science and technology in a singularly collegial, interdisciplinary atmosphere, while educating outstanding students to become creative members of society.

Plataforma

A Coursera é uma empresa digital que oferece um curso on-line massivo e aberto, fundado pelos professores de computação Andrew Ng e Daphne Koller Stanford University, localizado em Mountain View, Califórnia.

O Coursera trabalha com as melhores universidades e organizações para disponibilizar alguns dos seus cursos on-line e oferece cursos em várias disciplinas, incluindo: física, engenharia, humanidades, medicina, biologia, ciências sociais, matemática, negócios, ciência da computação, marketing digital, ciência de dados. e outros assuntos.Cours

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