Social Media Management

Prof. Giovanni Maria Farinella

Corso di Laurea in Informatica

Dipartimento di Matematica e Informatica

Università degli Studi di Catania

A.A. 2018-2019



Aula: 22

Ora: 15-17

Giorno: Lunedì e Mercoledì

Ricevimento: Martedì dalle 15:00 alle 16:00 previo appuntamento da concordare via email


Lecture
Date
Type
Syllabus
Material
1
1/10/2018
Lezione 0
Introduzione al Corso
Slides
2
22/10/2018
Lezione 1
Supervised Learning, Classification, Regression,
Slides and Notes
3
24/10/2018
Industrial 1 - La Sicilia
Media vs Technology. Facce differenti della stessa medaglia, l'Informazione
Slides
4
29/10/2018

Lezione 2

Sistemi di raccomandazione, Unsupervised Learning, KNN-Classification by Retrieval, Probability Theory, Teorema di Bayes, MAP Classifier

Slides
5
31/10/2018

Lezione 3

Social Media Platforms, APIs,Visual Analytics

Slides
6
05/11/2018

Laboratorio 1

Introduzione a Python, Risorse in Rete,Python Practicals: Gestire Dataset di Immagini

Notes
7
07/11/2018
Lezione 4
Clustering, Bag of Words Model, BoW with k-Nearest Neighbour and Naive Bayes

Slides

8
12/11/2018
Lezione 5

Classification Evaluation, Univariate Linear Regression, Gradient descent algorithm, Multivariate Linear Regression, Gradient Descent for Multivariate Linear Regression, Polinomial Regression, 

Notes
9
14/11/2018

Seminario 1

L'occhio della Macchina

 

10
19/11/2018
Laboratorio 2

Python Praticals: BoW Model - Representation

Slides

11
21/11/2018
Lezione 6
Learning Rate and Debugging, Feature Scaling and Normalization, Overfitting, Regularization, Hypothesis Evaluation, Model Selection, REC Curve
Slides
12
26/11/2018
Laboratorio 3
Python Praticals: BoW - Content Based Image Retrieval with k-Nearest Neighbour classifier, Classification Evaluation
Notes
13
28/11/2018
Lezione 7

Logistic Regression: Binary Classification, Decision boundary, Nonlinear decision boundaries, Cost function for logistic regression, Gradient Descent, Multiclass Classification Problems, Overfitting and Regularization

Slides
14
10/12/2018

Seminario 2

Computational Social Science e Sociologia dei Dati
coming soon
15
12/12/2018

Industrial 2 - WCAP

Meeting Startup

coming soon

16
17/12/2018

Industrial 3 - GOOGLE

Sensing, visual recognition and human-computer interaction

coming soon
17
19/12/2018
Industrial 4 - imetrixBi

Legal Aspects of Digital Media

coming soon
18
07/01/2018
Laboratorio 4

Python Praticals: Linear Regression, Memorability, Popularity, Regression Evaluation

coming soon
19
09/01/2018
Industrial 5 - TIM
Visita al Research Lab, The Social Picture
coming soon
20
14/01/2018
Laboratorio 5
Python Praticals:  Logistic Regression, Multiclass classification, Naive Bayes
coming soon
21
16/01/2018
Industrial 6 - TIM
Data Visualization
coming soon
22
21/01/2018
Lezione 8
Sentiment Analysis, NLP Introduction, Word2Vec, Doc2Vec
coming soon
23
23/01/2018
Lezione 9
Sistemi di Raccomandazione
coming soon