Social Media Management

Prof. Giovanni Maria Farinella

Corso di Laurea in Informatica

Dipartimento di Matematica e Informatica

Università degli Studi di Catania

A.A. 2017-2018



Aula: Archimede

Ora: 17-19

Giorno: Lunedì e Mercoledì

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


Lecture
Date
Type
Syllabus
Material
1
11/10/2017
Lecture 0
Introduzione al Corso
Slides
2
16/10/2017
Lecture 1
Machine Learning - Concetti Base: Supervised Learning, Classification, Regression, Sistemi di raccomandazione, Unsupervised Learning, KNN-Classification by Retrieval
Slides
3
18/10/2017
Lecture 2
Probability Theory, Teorema di Bayes, MAP Classifier
Slides
4
30/10/2017

Industrial Day 1
TIM-Telecom Jol Wave

Visita e Seminario presso Laboratori Telecom - "The Social Picture, ottenere informazioni dai media visuali reperiti in modalità crowdsourcing"

Slides
5
06/11/2017

Seminar 1

Social Media Platforms, APIs,Visual Analytics

Slides & Code
6
08/11/2017

Lecture 3

Bag of Words Model, Clustering

Slides
7
13/11/2017
Laboratory 0
Introduzione a Python, Risorse in Rete,Python Practicals: Gestire Dataset di Immagini

Slides, Notes, Practicals

8
15/11/2017
Industrial Day 2
imetrixBi, icc Digital Media

Legal Aspects of Digital Media

Slides
9
20/11/2017

Lecture 4

BoW with k-Nearest Neighbour classifier and Naive Bayes, Univariate Linear Regression, Gradient descent algorithm

Slides and Notes

10
22/11/2017
Laboratory 1

Python Praticals: BoW Model

Slides

11
27/11/2017
Seminar 2
Computational Social Science e Sociologia dei Dati
Slides
12
29/11/2017
Industrial Day 3
TIM-Telecom Jol Wave

Data Visualization
Slides
13
04/12/2017
Lecture 5

Multivariate Linear Regression, Gradient Descent for Multivariate Linear Regression, Feature Scaling and Normalization, Learning Rate and Debugging, Polinomial Regression, Overfitting, Regularization, Hypothesis Evaluation, Model Selection, REC Curve

Slides e Note
14
06/12/2017
Laboratory 2
Python Praticals:Content Based Image Retrieval system

Note

15
11/12/2017
Laboratory 3

Python Praticals, Linear Regression, Memorability, Popularity, Evaluation

Slides e Note

16
18/12/2017

Industrial Day 4
TIM-WCAP

La lezione si terrà presso TIM-WCAP, Via Novara 59, Catania

Meeting Startup
coming soon
17
20/12/2017

Seminar 3

Sentiment Analysis

coming soon

18
10/01/2018

Industrial Day 5
Spidwit

Strumenti per i Social Media a supporto del Marketing Digitale

coming soon
19
8/01/2018
Lecture 6

Logistic Regression, Neural Networks, Backpropagation, Deep Learning, Convolutional Neural Networks, Applications and Examples

coming soon
20
15/01/2018
Laboratory 4

Logistic Regression, Naive Bayes, k-Nearest Neighbour classifier, Evaluation, Introduction to TensorFlow and Keras Part 1: Logistic Regression, Multi-class classification, Deep Learning Architectures with TensorFlow and Keras

coming soon
21
17/01/2018
Lecture 7
Sistemi di Raccomandazione
coming soon
22
22/01/2017
Laboratory 5
Introduction to TensorFlow and Keras Part 2: Logistic Regression, Multi-class classification, Deep Learning Architectures with TensorFlow and Keras
coming soon
23
24/01/2018
Student Presentations 1
Social Media APIs and Projects
coming soon
24
29/01/2017
Student Presentations 2
Social Media APIs and Projects
coming soon