Andrea Carrara

Angestellt, PhD Student, TUM München

Munich, Deutschland

Über mich

In my Master's studies, I mainly focused on Machine Learning and Data Analysis. During my study course, I participated in many projects, from the research as well as the development side. I worked on NLP projects detecting hate speech from textual data on Social Media platforms. In my thesis, I work on crowd detection with a LIDAR sensor and Wi-Fi receivers. In another project, I carried out the task of crowd detection with multiple cameras in an office environment. I applied computer science knowledge in an Interdisciplinary Project related to financial markets, extracting Market sentiment from Google trends. During my internship in PricewaterhouseCoopers (PWC) I worked in the Data Analysis team in the banking sector, focusing on DataWarehouse and Business Intelligence.

Fähigkeiten und Kenntnisse

Machine Learning
Artificial intelligence
Deep Learning
Data Analysis
Data Warehouse
Python
Data collection
Informatica
ETL
Banking
Business Intelligence
C++
Java
JavaScript
pandas
keras
Natural Language Processing (NLP)
banking
tensorflow
R
Microsoft Excel
SQL
Oracle
Linux
Numpy
OpenCV
Lidar
PCL
Data Science
Kreativität
Informatik

Werdegang

Berufserfahrung von Andrea Carrara

  • Bis heute 2 Jahre und 4 Monate, seit März 2022

    PhD Student

    TUM München

    Artificial Intelligence in the construction field

  • 6 Monate, Feb. 2019 - Juli 2019

    Data Analyst

    PwC Italy

    Data Analyst in the banking sector. Building of Data Warehouse and Business Intelligence. Data collection via Shell scripts - Extract, Transform and Load (ETL) of data with Informatica tool. Creation of mappings, definition of parameters, debugging. - Schedule of jobs with Scheduler service. - Maintenance, development of Data Warehouse - Design and implementation of the KPI calculation engine using PL/SQL - Implementation of SQL queries from the bu

Ausbildung von Andrea Carrara

  • Bis heute 5 Jahre und 9 Monate, seit Okt. 2018

    Informatics

    Technische Universität München

    Major: Machine Learning and Analytics; Minor: Formal Methods and their Applications, Robotics Master Thesis: “A Deep-Learning Approach to Urban Sensing Using WiFi and Lidar” - Explainable AI for Machine Learning - Extracting media-based sentiment for market prediction - Software Development on the Example of SAP Leonardo - Data Mining - Quantitative Verification - Machine Learning - Automata and formal languages - Business Analytics - Cognitive systems

  • 2 Jahre und 10 Monate, Okt. 2016 - Juli 2019

    Computer Science

    Università degli Studi di Trento

    Major: Computer Science; Minor: Science and Information Technology Thesis: “Design and implementation of a KPI calculation engine in a banking Data Warehouse” - DataBases - Probability and Statistics - Operating Systems - Information Systems - Computer Architectures - Networks - Software Engenireeng - Human-Computer Interaction - Algorithms and Data Structures - Web Programming (back-end, front-end)

Sprachen

  • Englisch

    Fließend

  • Italienisch

    Muttersprache

  • Deutsch

    Grundlagen

  • Französisch

    Grundlagen

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