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
AI Algorithms Python Signal Processing NN NLP Data Mining IoT 2022 2021 2020 All Bachelor
NLP for Twitter hate speech detection

NLP for Twitter hate speech detection

Please wait for the content

Repo
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.

PDF Code Repo
Among AI's videogame

Among AI’s videogame

Software development in team for MSc course of Smart Applications.

PDF Code Repo Play
Data Mining Project

Data Mining Project

Data Mining analysis on customers' shopping behavior

PDF Code Repo Report
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.

Code Repo
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.

PDF Code Repo
Embodied intelligence, a review.

Embodied intelligence, a review.

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

PDF Material
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.

PDF Code Repo
SmartBin, IoT project

SmartBin, IoT project

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

PDF Code Poster Video
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.

PDF Material Talk AJL website
Image processing with SIFT algorithm

Image processing with SIFT algorithm

Python analysis on images using SIFT algorithm.

PDF Code Repo

Other works

Medium stories
Read on Medium

Publications

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

Source Document

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

PDF Cite Source Document

Diletta Goglia, Laura Pollacci, Alina Sirbu (2022). Dataset of Multi-aspect Integrated Migration Indicators. ArXiv.

PDF Cite Code Dataset Source Document DOI Diletta Goglia

Diletta Goglia (2022). Multi-aspect Integrated Migration Indicators (MIMI) dataset. Zenodo.

Cite Code Dataset Source Document DOI Diletta Goglia

Diletta Goglia (2020). Amplifying bias, automating racism. (unpublished).

PDF Cite Project Poster Slides Source Document

Diletta Goglia (2019). Linked Open Data per il Cultural Heritage italiano. (Bachelor Thesis).

PDF Cite Slides Source Document

Recent & Upcoming Talks

📅 Use of non-traditional data sources to nowcast migration trends through Artificial Intelligence technologies
University of Oxford’s Migration and Mobility Network (MMN) and Nuffield College, Oxford (UK)
Jun 9, 2022 — Jun 10, 2022 Nuffield College, University of Oxford (in-person)
PDF Project Project Slides @MigMobNetwork

Recent working experience

 
 
 
 
 
Database development
Computer Science division of Pharmacy Department, University of Pisa
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
HumMingBird
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)
Department of Computer Science, University of Pisa
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.

More

Something more about me

Rankings

🏆 Research Fellow
HumMingBird Sep 2021 – Mar 2022
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)
Computer Science Department, University of Pisa Feb 2021 – May 2021
Winning candidate for job position as teaching assistant (tutoring)
🏆 Grant assignment for teaching (1st semester)
Computer Science Department, University of Pisa Oct 2020 – Jan 2021
Winning candidate for job position as teaching assistant (tutoring)
🏆 Grant assignment
Medical School, University of Pisa Mar 2020
Winner for merit of academic performance ranking for job position assignment as ICT assistant
🏆 Grant assignment
“Make in Italy Festival”, powered by CNA Vicenza, Goodnet and ItalyPost Jun 2018
Winner of a study grant for ‘Make in Italy Festival’ event, 2018 edition
🏆 Grant assignment
e-learning project, University of Pisa Mar 2018
Winner for merit of academic performance ranking for job position assignment as ICT tech staff assistant

Awards

Write Professional Emails in English
Coursera Aug 2021
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
Contamination Lab Jul 2021
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
Contamination Lab Feb 2021
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 Jul 2018
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
Make In Italy Festival - digital world meets Italian manufacturing
Make In Italy Festival, @Thiene, Vicenza, Italy Jun 2018
See certificate
Digital Food Communication
Foodiestrip & Confcommercio Lucca May 2018
Use of digital tools for client communication and web promotion of food business
See certificate
BLS (Basic Life Support)
Croce Rossa Italiana - Comitato area Provinciale di Roma Jan 2014
See certificate
Attestation de mérite pour l’étude de la langue française
AMOPA, Association des Membres de l’Ordre des Palmes Académiques Jan 2010
See certificate

Popular Topics

AI AI Ethic Algorithms Bachelor Bias Computational Social Science Data Data Science Digital Humanities Linked Open Data ML NLP NN Python Semantic Web Signal Processing Web Design 2020 2021 2022

Contact

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