The Caltech-JPL Summer School on Big Data Analytics

Name: The Caltech-JPL Summer School on Big Data Analytics
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Author: Caltech

Cours

Anglais

40 h

Source

Sur www.coursera.org

Conditions

À son rythme
Accès libre

Plus d'informations

2 séquences
Niveau Introductif

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Détails du cours

Déroulé

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.

Prérequis

Aucun.

Intervenants

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

Éditeur

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.

Plateforme

Coursera est une entreprise numérique proposant des formations en ligne ouverte à tous fondée par les professeurs d'informatique Andrew Ng et Daphne Koller de l'université Stanford, située à Mountain View, Californie.

Ce qui la différencie le plus des autres plateformes MOOC, c'est qu'elle travaille qu'avec les meilleures universités et organisations mondiales et diffuse leurs contenus sur le web.

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