Barcelona Data Science Summer School
Barcelona Graduate School of EconomicsCurso presencial
Barcelona
Precio a consultar
Cursos relacionados
11.400 € 2.400 €
Gratis
2.460 € 1.895 €
Precio a consultar
The main aim of the Data Science Summer School is to introduce participants to some of the tools and methods of Data Science.
The course will provide:
- A hands-on training on data warehousing, computing and computational machine learning.
- A good introduction to Machine Learning for Recommender Systems
- An introduction to some modern topics in Machine Learning, e.g Deep Learning.
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Temario completo de este curso
This will be a hands-on session where a range of tools commonly used in Data Science will be introduced.
- Introduction to Python for Machine Learning & tools for Data, Pandas, scikit-learn, numpy through case studies
- Basic SQL (interfaces to R, Python, data extraction etc.)
- Introduction to R for Machine Learning and packages such as dplyr, tidyr, reshape2, ggplot2, through case studies
- Memory based collaborative filtering
- Model-based collaborative Filtering, Matrix Factorization, Restricted Boltzmann Machines
- Context-aware collaborative Filtering, Tensor Factorization, Factorization Machines
- Learning to Rank for Collaborative Filtering
- Diversification
- Content-based recommendations
- Unsupervised Learning, k-means clustering, spectral methods, hierarchical clustering
- Gradient Boosted Models
- Deep Neural Networks, from Logistic Regression to Deep Belief Networks
- Convolutional Neural Networks
- Recurrent Neural Networks
6.700 €
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Precio a consultar
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