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assignment Nível: Introdutório
chat_bubble_outline Idioma: Inglês
card_giftcard 320 pontos
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Informações principais

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timer 40 total de horas

Sobre o conteúdo

This is an intensive, advanced summer school (in the sense used by scientists) in some of the methods of computational, data-intensive science. It covers a variety of topics from applied computer science and engineering, and statistics, and it requires a strong background in computing, statistics, and data-intensive research.

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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.
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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
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Criador do conteúdo

Caltech
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.
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Plataforma

Coursera

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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