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Year 2011-2012

Year 2010-2011

Year 2009-2010

Year 2008-2009

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Department of Information and Communication Technology

iKernels

 

 

Accademic Year: 2011-2012

 

Informatica Generale


Presentatione del corso 

Introduzione all'Informatica

...

Materiale aggiuntivo

Slides del corso (Prof. Bianchini)

Altre slides recenti della Prof Bianchini


Overflow

Stack e Record di Attivazione

Complessità Computazionale


Link alle lezioni di laboratorio




Natural Language Processing and Information Retrieval








Accademic Year: 2010-2011

PhD course: Machine Learning (to be updated)


- Kernel Methods (advanced lecture)

- Kernel Engineering




Informatica Generale

Presentatione del corso 

Introduzione al Corso

Slides del corso (Prof. Bianchini)

Altre slides recenti della Prof Bianchini

Prima e seconda lezione  (prima, seconda)

Overflow


Stack and activation record

Computational Complexity






Machine Learning for Laurea Specialistica

and

Master on Human Language Technology and Interfaces

(Course on Machine Learning for Natural Language Processing and Information Retrieval)


Introduction to Machine Learning

PAC Learning

VC-Dimension

- Perceptrons
- Support Vector Machines

Slides below to be updated

-
Automated Text Categorization (practical machine learning)
-
Lab for Automated Text Categorization
- Kernel Methods
- Tree Kernels (lab)

Projects

Format of Reports for the Projects







Accademic Year: 2009-2010


PhD course: Machine Learning 


Kernel Methods (advanced lecture) 

Kernel Engineering 






Informatica Generale

Presentatione del corso 

Introduzione al Corso

Slides del corso (Prof. Bianchini)

Altre slides recenti della Prof Bianchini

Prima e seconda lezione  (prima, seconda)

Overflow


Stack and activation record

Computational Complexity




Machine Learning for Laurea Specialistica

and

Master on Human Language Technology and Interfaces

Course on Machine Learning for Natural Language Processing and Information Retrieval


- Introduction to Machine Learning 

- Automated Text Categorization (practical machine learning)

- PAC Learning

- VC-Dimension

- Perceptrons
- Support Vector Machines
- Lab for Automated Text Categorization
- Kernel Methods
- Tree Kernels (lab)

Projects

Format of Reports for the Projects





 

Accademic Year: 2008-2009


PhD course: Machine Learning 


- Kernel Methods (advanced lecture) 

- Kernel Engineering






Informatica Generale


Presentatione del corso 

Introduzione al Corso

Slides del corso

Altre slides recenti della Prof Bianchini

Prima e seconda lezione  (prima, seconda)

Overflow


Stack and activation record

Computational Complexity




Master on Human Language Technology and Interfaces

Course on Machine Learning for Natural Language Processing and Information Retrieval


- Introduction to Machine Learning 

- PAC Learning

- Basic Concepts

- VC-Dimension

- Automated Text Categorization
- Lab for Automated Text Categorization
- Perceptrons
- Support Vector Machines
- Kernel Methods
- Tree Kernels

Projects

Format of Reports for the Projects




Laurea Specialistica


- Introduction to Machine Learning 

- PAC Learning

- VC-Dimension

- Automated Text Categorization
- Lab for Automated Text Categorization
- Perceptrons
- Support Vector Machines
- Kernel Methods
- Tree Kernels







Accademic Year: 2007-2008


Master on Human Language Technology and Interfaces

Course on Machine Learning for Natural Language Processing and Information Retrieval




Informatica Generale I

Course Presentation  (PDF)

Link 1  (all slides)

Other More Recent Slides of Bianchini

Link 2  (prima, seconda)

Overflow



Informatica Generale II

From 10 to 15

Stack and activation record

Computational Complexity

Classes of Computational Complexity

Object Oriented Introduction

C++

Exrcise classes (INF.GEN I and II)