MACHINE LEARNING ENGINEER     

Machine Learning Engineer with 2+ years of experience in Big Data world and Data Science. Worked with Post-Trade data and developed Supervised ML models in Fastweb and Borsa Italiana. Master’s Degree in Data Science and Economics from the University of Milan.

Passionate about BigData and Machine Learning. I love traveling and taking care of my bonsai plants.

About me.

Experiences

  • SKY
    Machine Learning Engineer
    Nov, 2022 - Present, Italy
    • Designing ML systems to automate predictive models running, training and validation.
    • Working on prototypes, experiment new approaches and test several solutions on ML algorithms and tools application.
    • Industrialize end to end solutions.
    • Define and apply best practices in ML Ops field.
    PythonGoogle Cloud PlatformSQLAirflowMLOpsPandas

  • Fastweb
    Data Scientist
    Jan, 2022 - Nov, 2022, Italy
    • Developed ETL data pipeline in AWS, analyzed data extrapolating important insights for the business unit using Numpy, Pandas and Matplotlib python libraries.
    • Developed supervised Machine Learning models predicting customer's up-selling increasing 4 times the customer care services using Sklearn python library.
    • Developed Unsupervised Customer Segmentation models for targeting up-selling campaigns.
    PythonAmazon Web ServicesSklearnPandasStorytelling

  • Borsa Italiana
    Data Scientist & ML Engineer
    Feb, 2021 - Oct, 2021, Italy
    • Modelling, Clustering and Forecasting Post Trade data: built ML production pipeline in cloud
    • Worked with the team extracting post trade data, creating machine learning and deep learning models to forecast next business day for important Italian banks.
    • Helped treasurer allocating cash flow forecasting next business day and reduced cost for million of euros using Deep Learning models.
    • Master's Thesis: Social Network Analysis on Post Trade Data: Centrality, Scale-free behavior and resiliency of the networks over time
    PythonAmazon Web ServicesSklearnNeural NetworksTensorflowSocial Network AnalysisPandas

Education

  • University of Milan
    Masters in Data Science and Economics
    Oct, 2019 - Jun, 2022, Italy
    • Thesis: Social Network Analysis on post trade data: centrality, scale free behavior and resiliency of the networks over time.
    Artificial IntelligenceMachine LearningData ScienceData MiningAdvanced EconomicsAdvanced Statistics

  • University of Eastern Piedmont
    Bachelors in Computer Science
    Oct, 2016 - Oct, 2019, Italy
    • Thesis: MMS protocol attacks.
    CJavaPythonWeb DevelopmentConcurrent ProgrammingCyberSecuritySoftware EngineeringOS

Skills.


languages

Python, R, Java, C, SQL, NoSQL
data frameworks

Keras, Numpy, Pandas, Ternsorflow, SciPy, Sklearn
Cloud

Amazon Web Services, Google Cloud Platform
databases

Google BigQuery, MongoDB, MySQL
operating systems & tools

MacOS, Ubuntu, Windows, Agile, JIRA, Slack, Heroku
web technologies

Django, Flask, HTML, CSS, Dashboarding, Shinyapp
Portfolio.

Social Network Analysis on post trade data
August, 2021 - Jun 2022
Market Basket Analysis
MBAPySparkFrequent Patten GrowthDec, 2021
Puccini by Email Sentiment Polarity Models
Sentiment AnalysisMLNLPJan 2022
Detect Emotion in lyrics song: Django DashBoard
DjangoNeural NetworksSongsNLPSentiment-AnalysisMay, 2020 - July, 2020
Facebook Food likes Network: Social Networks Analysis
PythonSNAMay, 2020 - July, 2020
Fruit classification with Deep Learning
PythonSNAMay, 2020 - July, 2020
New York AirBnB price prediction and cluster analysis
PythonSNAMay, 2020 - July, 2020
Covid19 Forecast Evaluation
PythonDjangoJavascriptWeb Development
DisCOVIDer19
RShinyApp
Milan Pollution Analysis
ShinyAppR
SmartBench
JavaWeb DevelopmentMultithreadingArduino

Achievements.

PwC DesignWith Data VirtualWorkshop: DataMind group - 2° place
2020, Milan
DSU Lombardia - Scholarship
2019,
EDISU Piemonte - Scholarship
2018,
Project cited by Società Italiana di Statistica (SIS)
Reference 2019 - days: 30/03 and 31/03,
Contact.


© 2023 Copyright: Andrea Ierardi