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Data Science Winter School

Data Science Winter School

UPF - Barcelona GSE - UAB

Curso presencial

Barcelona


4001-5000 €

Course overview

The Barcelona GSE Data Science Winter School provides training in data analysis and machine learning with Python.

This is an intensive 12-hour course that takes place in four 3-hour sessions at the Barcelona GSE's Ciutadella Campus.

The approach is hands-on using Jupyter notebooks. All material is motivated by specific information retrieval and data analysis questions, and each thematic unit concludes with a small project. 

The course is evaluated by a 1-hour test that will be carried out at the end of the course.

Course director

Omiros Papaspiliopoulos

PHD, LANCASTER UNIVERSITY

ICREA-UPF AND BARCELONA GSE

Key benefits

Participants will get a quick, condensed and hands-on introduction to programming and data analysis with Python, fundamental methods in modern Statistics and Machine Learning and the tools in Python for implementing them.

Next edition TBA

Email us for information about upcoming courses.

Schedule

Day 1

Time Session Keywords

9:30-12:45 Programming with Python data types, functions, iterates, objects, classes

15:00-18:15 Data analysis with Python pandas, database management, groupby, merge

Day 2

Time Session Keywords

9:30-12:45 Supervised learning sklearn, linear models, predictive performance, cross-validation and information criteria, regularization, lasso, multiclass classification, optimization algorithms, trees, ensembles, boosting

15:00-18:15 Unsupervised learning PCA/SVD, matrix factorization, latent semantic analysis, clustering, topic models

Faculty

PhD, Lancaster University

ICREA-UPF and Barcelona GSE

PhD (Environmental Engineering), Universitat de Lleida

Barcelona GSE Data Science Center

Master's in Data Science, Barcelona GSE

PhD Student, UAB

Participant profile

The course is addressed to:

Master and PhD students

Professionals

Researchers and academics 

Testimonials

Previous

Konstantinos Pouliakas, Expert at CEDEFOP pplied.

Special discounts are not cumulative.

Confirmation

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Localización

Fecha inicio

Barcelona
Octubre 2020

Temario completo de este curso

Time Session Keywords
9:30-12:45 Programming with Python data types, functions, iterates, objects, classes
15:00-18:15 Data analysis with Python pandas, database management, groupby, merge
Time Session Keywords
9:30-12:45 Supervised learning sklearn, linear models, predictive performance, cross-validation and information criteria, regularization, lasso, multiclass classification, optimization algorithms, trees, ensembles, boosting
15:00-18:15 Unsupervised learning PCA/SVD, matrix factorization, latent semantic analysis, clustering, topic models
Category Early-bird Registration
and Payment
(until 11 Dec 2019)
Fee
(until 2 Jan 2020)

Companies and institutions 1400€ 1750€
Students 1000€ 1250€
Barcelona GSE community
(Alumni of Barcelona GSE Master's programs, GPEFM/IDEA students) - email us for special pricing
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