Diletta Goglia

Diletta Goglia

MSc in Artificial Intelligence | ML researcher for migration prediction @HumMingBird

Computer SCience department, University of Pisa

Biography

I am 25 years old, I currently live in Pisa and I am student of the Master of Science course in Artificial Intelligence at the Computer Science department, University of Pisa. I have working experience as researcher in Machine Learning e Data Science for migration studies and predictions at HumMingBird - EU Horizon 2020 project. I am also a tech writer for Analytics Vidhya and Towards AI communities on Medium. During my studies I gained deep expertise in Data Science, Deep Learning and Neural Network models. I also became really interested in AI ethics.

Interests
  • Computational Social Science
  • Data Mining
  • Deep Learning and Neural Models
  • Signal/image processing and analysis
Education
  • MSc in Artificial Intelligence [A.Y. 2019/20 - 2021/22]

    University of Pisa

  • BSc in Digital Humanities [A.Y. 2015/16 - 2018/19]

    University of Pisa - Final grade: 110/110

  • Scientific high school diploma

    Liceo Scientifico G. Galilei, Civitavecchia (Rome) - Final grade: 95/100

Expertises

Data Science

Social Big Data for migration studies

Deep Learning

Neural models for learning and forecasting

Python

Keras, Tensorflow & other tools

Projects

.js-id-AI
Implementation of a Neural Network from scratch

Implementation of a Neural Network from scratch

Implementation of a Neural Network from scratch in Python for the Machine Learning course.

Among AI's videogame

Among AI’s videogame

Software development in team for MSc course of Smart Applications.

Data Mining Project

Data Mining Project

Data Mining analysis on customers' shopping behavior

Unconstrained Optimization Algorithms

Unconstrained Optimization Algorithms

Computing the 2-norm for a rectangular matrix (unconstrained approach) using two optimization algorithms, the Standard gradient descent (steepest descent) method, and the Quasi-Newton method. Project for the Master Course of Computational Mathematics for Learning and Data Analysis.

Gated Recurrent Neural Network for timeseries prediction

Gated Recurrent Neural Network for timeseries prediction

Long-Short Term Memory (LSTM) to predict energy consumption from multivariate timeseries.

Embodied intelligence, a review.

Embodied intelligence, a review.

A presentation about the question of embodiment in behaviour-based robots (MSc course of Robotics)

Hidden Markov Model for regime detection

Hidden Markov Model for regime detection

Python analysis of timeseries to cluster ranges of consumption, using Hidden Markov Models with Gaussian emissions.

SmartBin, IoT project

SmartBin, IoT project

SmartBin, a smart solution for improvements on garbage management system. An intelligent bin that monitors itself.

The AI (in)justice league

The AI (in)justice league

A report on Algorithmic Bias, why it is ethically problematic and how to handle it.

Image processing with SIFT algorithm

Image processing with SIFT algorithm

Python analysis on images using SIFT algorithm.

OWL ontology in Turtle notation

OWL ontology in Turtle notation

Semantic modelling project for MSc course of Semantic Web.

Bachelor's Degree thesis

Bachelor’s Degree thesis

Linked Open Data per il Cultural Heritage italiano. Conversione e pubblicazione nel Semantic Web del Fondo antico del Comune di Novi Ligure.

Graphic Design Products

Graphic Design Products

Logo, booklet, poster, leaflet and website mock-up for a corporate branding, using Adobe Illustrator, Photoshop, Indesign CC

Data Journalism Web App

Data Journalism Web App

Statistic and descriptive analysis of medical data as result of a Data Journalism investigation about supplement consumption in Italy. Data is extracted, cleaned up and organized in CSV tables, managed through a database SQL. Query API are in PHP. The implemented software receives data through AJAX and return them in Json format to a script that processes them and show them in a client-readable format (charts displayed in a user interface).

Cookery E-book, digital publishing project (bachelor's internship)

Cookery E-book, digital publishing project (bachelor’s internship)

Development of an english multimedia ebook (ePub3 format) for the project “A Digital Journey in Europe, Erasmus+”, Laboratorio di Cultura Digitale, University of Pisa. Built with PubCoder software, compatibile with iBooks and Readium apps.

Natural Language Processing Analysis

Natural Language Processing Analysis

Human-language features extraction from corpora about Clinton & Trump speeches, and statistic analysis with NLTK.

Text Encoding

Text Encoding

Digital encoding of some extract of the book “La condizione postmediale”, using standards XML TEI P5, XSL stylesheets, XHTML, XMLS, RelaxNG, DTD. Main task of the annotation: Named Entity Recognition. Also, a user interface is implemented for navigation of content.

Publications

(2022). Contribution. “Digitization of Migration Research Methods” workshop - Warsaw.

Source Document

(2022). Extended abstract. ‘Measuring Migration Conference’ 2022 - University of Oxford.

PDF Cite Source Document

(2022). Medium stories. Medium.

Read on Medium

Recent working experience

 
 
 
 
 
Database development
May 2022 – Jul 2022 Pisa, Italy
Tasks: ▪ Creation and development of an E-R model for a knowledge base of medicinal plants @Pharmacy Department, University of Pisa, with Microsoft Access database. ▪ Creation and development of a website for usability and accessibility of the KB with Microsoft Sharepoint. ▪ Tutoring to pharmacy students and inters for DB management with Microsoft Access, Excel and Sharepoint
 
 
 
 
 
Researcher in Computational Social Science
Sep 2021 – Mar 2022 Pisa, Italy
Researcher in Machine Learning e Data Science for HumMingBird. Research topic: ‘Big data for migration studies’. Study and predict international cross-border human mobility trends by integrating data from social networks and traditional sources.
 
 
 
 
 
Teaching assistance (tutoring)
Sep 2020 – May 2021 Pisa, Italy
Teaching Javascript & Typescript to students at the first year of the Bachelor Degree in Computer Science.

Curriculum

Download :

Reference letters available on request.

Rankings

🏆 Research Fellow
Winning candidate for a research fellow in ‘Machine learning and data science to study and predict human migration by integrating data from social networks and traditional sources’
🏆 Grant assignment for teaching (2nd semester)
Winning candidate for job position as teaching assistant (tutoring)
🏆 Grant assignment for teaching (1st semester)
Winning candidate for job position as teaching assistant (tutoring)
🏆 Grant assignment
Winner for merit of academic performance ranking for job position assignment as ICT assistant
🏆 Grant assignment
Winner of a study grant for ‘Make in Italy Festival’ event, 2018 edition
🏆 Grant assignment
Winner for merit of academic performance ranking for job position assignment as ICT tech staff assistant

Awards

Write Professional Emails in English
Improve your grammar and vocabulary skills for email writing. Improve your cross cultural knowledge to make you more powerful and successful in your business communication. Look at different email formats to analyze tone, formality levels, and various organizational styles. Be able to improve your emails of introduction, announcements, requests and emails that apologize or revise a request.
See certificate
CLab Soft Skills course
Combining knowledge and technical (hard) skills with so-called soft skills, i.e. transversal competences to fundamental disciplinary specializations for a new company or in any work environment, as people and groups management, critical thinking and creativity, negotiation, coordination with others, judgment and decision making.
See certificate
CLab PhD+ course
The PhD+ is the program of the University of Pisa aimed at promoting and encouraging the entrepreneurial spirit and innovation among students of Master’s degree, Phd students and professors. See the Final Pitch slides or PDF.
See certificate
Samsung Innovation Camp
Samsung Innovation Camp is a free training course, offered by Samsung in partnership with Randstad, dedicated to recent graduates and students of Italian public universities who want to increase their knowledge and the competitiveness of their professional profile.
See certificate
Digital Food Communication
Use of digital tools for client communication and web promotion of food business
See certificate
BLS (Basic Life Support)
See certificate
Attestation de mérite pour l’étude de la langue française
See certificate

Contact

Get in touch with me by filling this form or choosing one of the links listed down below. I will answer as soon as I can.