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< h1 align = "center" > Master of Science in Data Science and Economics (DSE) < br > :closed_book: Notes and Projects :computer:< / h1 >
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## Università degli Studi di Milano :mortar_board:
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< p > Notes, projects and slides of the Master of Science in Data Science and Economics (DSE) < / p >
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[Course page ](https://www.unimi.it/en/education/data-science-and-economics-dse )
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# Contributors :busts_in_silhouette:
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< h3 align = "center" font-size = "300px" > Andrea Ierardi < h3 >
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< a href = "https://www.linkedin.com/in/andreaierardi/" rel = "nofollow noreferrer" >
< img src = "https://i.stack.imgur.com/gVE0j.png" alt = "linkedin" > LinkedIn
< / a >
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< a href = "https://github.com/Andreaierardi" rel = "nofollow noreferrer" >
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< img src = "https://i.stack.imgur.com/tskMh.png" alt = "github" > Github
< / a >
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< a href = "https://ierardiandrea.com/" rel = "nofollow noreferrer" >
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< img src = "https://github.com/Andreaierardi/Master-DataScience-Notes/blob/master/img/website.svg" width = 15 >
Website
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< / a >
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< br >
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< br >
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## Years 2019 - 2021
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### 1° year - 2019/2020
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- __1° trimester - 18 CFU/ECTS__
- *Graph Theory, Discrete Mathematics and Optimization* (total 12 CFU/ECTS):
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- [Discrete Mathematics ](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/1year/1trimester/Graph%20Theory%2C%20Discrete%20Mathematics%20and%20Optimization/Discrete%20Mathematics )- Module (3 CFU/ECTS)
- [Graph Theory ](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/1year/1trimester/Graph%20Theory%2C%20Discrete%20Mathematics%20and%20Optimization/Graph%20Theory )- Module (3 CFU/ECTS)
- [Optimization ](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/1year/1trimester/Graph%20Theory%2C%20Discrete%20Mathematics%20and%20Optimization/Optimization ) - Module (6 CFU/ECTS)
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- *Micro-econometrics, casual inference and Time series econometric*:
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- [Time series ](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/1year/1trimester/Time%20series ) - Module (6 CFU/ECTS)
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- __2° trimester - 18 CFU/ECTS__
- *Advanced Microeconomics and Macroeconomics* (total 12 CFU/ECTS):
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- [Advanced microeconomics ](https://github.com/Andreaierardi/Appunti-Magistrale-DataScience/tree/master/1year/2trimester/Advanced%20Microeconomics/Notes ) - Module (6 CFU/ECTS)
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- *Micro-econometrics, casual inference and Time series econometric*:
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- [Micro-econometrics, Causal Inference ](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/1year/2trimester/Micro-econometrics%2C%20Causal%20Inference ) - Module (6 CFU/ECTS)
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- *Coding for Data Science and Data Management* (total 12 CFU/ECTS)
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- [Coding for Data Science - R language ](https://github.com/Andreaierardi/MilanPollution ) - Module (3 CFU/ECTS)
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- [Coding for Data Science - Python language ](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/1year/2trimester/Coding%20for%20Data%20Science%20-%20Python%20language/Python ) - Module (3 CFU/ECTS)
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- __3° trimester - 24 CFU/ECTS__
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- *Advanced Microeconomics and Macroeconomics* (total 12 CFU/ECTS):
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- [Advanced Macroeconomics ](https://github.com/Andreaierardi/Master-DataScience-Notes/blob/master/NOTFOUND.md ) - Module (6 CFU/ECTS)
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- *Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence* (total 12 CFU/ECTS):
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- [Machine Learning ](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/1year/3trimester/Machine%20Learning%2C%20Statistical%20Learning%2C%20Deep%20Learning%20and%20Artificial%20Intelligence/Machine%20Learning ) - Module (6 CFU/ECTS)
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- [Statistical Learning, Deep Learning and Artificial Intelligence ](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/1year/3trimester/Machine%20Learning%2C%20Statistical%20Learning%2C%20Deep%20Learning%20and%20Artificial%20Intelligence/Statistical%20Learning%2C%20Deep%20Learning%20and%20Artificial%20Intelligence/Project ) - Module (6 CFU/ETCS)
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- *Coding for Data Science and Data Management*
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- [Data Management ](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/1year/3trimester/Coding%20for%20Data%20Science%20and%20Data%20Management/Data%20Management ) - Module (6 CFU/ETCS)
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- __Seminar/Laboratories - 3 CFU/ECTS__
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- *Short Course Data Science with Prof. Kenett* (total 3 CFU/ECTS)
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- [Short Course ](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/Seminars/Short%20Course%20Data%20Science%20Prof.%20Kenett )
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< br >
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< br > < br >
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### 2° Year - 2020/2021
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- __1° trimester - 21 CFU/ECTS__
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- *Cybersecurity and Privacy Preservation Techniques and Digital Security and Privacy* (total 6 CFU/ECTS):
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- [Cybersecurity and Privacy Preservation Techniques and Digital Security and Privacy ](https://github.com/Andreaierardi/Master-DataScience-Notes/blob/master/NOTFOUND.md ) (6 CFU/ECTS)
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- *Algorithms for Massive Data, Cloud and Distributed Computing* (total 12 CFU/ECTS):
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- [Security for Cloud Computing ](https://github.com/Andreaierardi/Master-DataScience-Notes/blob/master/NOTFOUND.md ) - Module (6 CFU/ECTS)
- [Cloud and Distributed Computing ](https://github.com/Andreaierardi/Master-DataScience-Notes/blob/master/NOTFOUND.md ) - Module (3 CFU/ECTS)
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- *Social Network Analysis* (total 6 CFU/ECTS):
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- [Social Network Analysis ](https://github.com/Andreaierardi/SocialNetworkAnalysis-project ) - (6 CFU/ECTS)
- __2° trimester 15 CFU/ECTS__
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- *Algorithms for Massive Data, Cloud and Distributed Computing* (total 12 CFU/ECTS):
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- [Algorithms for Massive Dataset ](https://github.com/Andreaierardi/Market-Basket-Analysis-IMDB ) - Module (3 CFU/ECTS)
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- *Text mining and sentiment analysis* (total 6 CFU/ECTS):
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- [Text mining and sentiment analysis ](https://github.com/Andreaierardi/lyrics-emotion-detection ) - (6 CFU/ECTS)
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- *Fintech* (total 6 CFU/ECTS):
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- [Fintech Industry ](https://github.com/Andreaierardi/Fintech-Industry ) - (6 CFU/ECTS)
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- __3° trimester - 6 CFU/ECTS__
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- *Knowledge extraction and information retrieval* (total 6 CFU/ECTS):
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- [Knowledge extraction and information retrieval ](https://github.com/Andreaierardi/sentiment-puccini ) - (6 CFU/ECTS)
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- __Seminar/Laboratories - 3 CFU/ECTS__
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- *Laboratory:* (total 3 CFU/ECTS)
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- [LAB: Drive Digital Transformation with Data Analytics ](https://github.com/Andreaierardi/deloitte-lab ) with Deloitte
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- __Stage - 3 CFU/ECTS__
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- *Stage:* (total 3 CFU/ECTS)
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- [Covid19 Forecast evaluation ](https://github.com/Andreaierardi/Covid-19-Forecast-Evaluation )
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- [Modelling, Clustering and Forecasting Post Trade data ](https://github.com/Andreaierardi/Master-DataScience-Notes/blob/master/NOTFOUND.md ) at Borsa Italiana (London Stock Exchange Group)
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- __Thesis - 9 CFU/ECTS__
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