Master-DataScience-Notes/README.md
2021-02-14 11:08:04 +01:00

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<h1 align="center"> Master of Science in Data Science and Economics (DSE) <br> :closed_book: Notes and Projects :computer:</h1>
## Università degli Studi di Milano :mortar_board:
<p> Notes, projects and slides of the Master of Science in Data Science and Economics (DSE) </p>
[Course page](https://www.unimi.it/en/education/data-science-and-economics-dse)
# Contributors :busts_in_silhouette:
<h3 align="center" font-size="300px"> Andrea Ierardi <h3>
<a href="https://www.linkedin.com/in/andreaierardi/" rel="nofollow noreferrer">
<img src="https://i.stack.imgur.com/gVE0j.png" alt="linkedin"> LinkedIn
</a> &nbsp;
<a href="https://github.com/Andreaierardi" rel="nofollow noreferrer">
<img src="https://i.stack.imgur.com/tskMh.png" alt="github"> Github
</a> &nbsp;
<a href="https://ierardiandrea.com/" rel="nofollow noreferrer">
<img src="https://github.com/Andreaierardi/Master-DataScience-Notes/blob/master/img/website.svg" width=15>
Website
</a>
<br>
<br>
## Years 2019 - 2021
<p> NB. :no_entry: Courses have not been attended yet </p>
### 1° year - 2019/2020
- __1° trimester - 18 CFU/ECTS__
- *Graph Theory, Discrete Mathematics and Optimization* (total 12 CFU/ECTS):
- [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)
- *Micro-econometrics, casual inference and Time series econometric*:
- [Time series](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/1year/1trimester/Time%20series) - Module (6 CFU/ECTS)
- __2° trimester - 18 CFU/ECTS__
- *Advanced Microeconomics and Macroeconomics* (total 12 CFU/ECTS):
- [Advanced microeconomics](https://github.com/Andreaierardi/Appunti-Magistrale-DataScience/tree/master/1year/2trimester/Advanced%20Microeconomics/Notes) - Module (6 CFU/ECTS)
- *Micro-econometrics, casual inference and Time series econometric*:
- [Micro-econometrics, Causal Inference](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/1year/2trimester/Micro-econometrics%2C%20Causal%20Inference) - Module (6 CFU/ECTS)
- *Coding for Data Science and Data Management* (total 12 CFU/ECTS)
- [Coding for Data Science - R language ](https://github.com/Andreaierardi/MilanPollution) - Module (3 CFU/ECTS)
- [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)
- __3° trimester - 24 CFU/ECTS__
- *Advanced Microeconomics and Macroeconomics* (total 12 CFU/ECTS):
- [Advanced Macroeconomics](https://github.com/Andreaierardi/Master-DataScience-Notes/blob/master/NOTFOUND.md) - Module (6 CFU/ECTS)
- *Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence* (total 12 CFU/ECTS):
- [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)
- [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)
- *Coding for Data Science and Data Management*
- [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)
- __Seminar/Laboratories - 3 CFU/ECTS__
- *Short Course Data Science with Prof. Kenett* (total 3 CFU/ECTS)
- [Short Course](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/Seminars/Short%20Course%20Data%20Science%20Prof.%20Kenett)
<br>
<br><br>
### 2° Year - 2020/2021 :no_entry:
- __1° trimester - 30 CFU/ECTS__
- *Cybersecurity and Privacy Preservation Techniques and Digital Security and Privacy* (total 6 CFU/ECTS):
- [Cybersecurity and Privacy Preservation Techniques](https://github.com/Andreaierardi/Master-DataScience-Notes/blob/master/NOTFOUND.md) - Module (3 CFU/ECTS) :no_entry:
- [Digital Security and Privacy](https://github.com/Andreaierardi/Master-DataScience-Notes/blob/master/NOTFOUND.md) - Module (3 CFU/ECTS) :no_entry:
- *Algorithms for Massive Data, Cloud and Distributed Computing* (total 12 CFU/ECTS):
- [Algorithms for Massive Data](https://github.com/Andreaierardi/Master-DataScience-Notes/blob/master/NOTFOUND.md) - Module (6 CFU/ECTS) :no_entry:
- [Cloud and Distributed Computing](https://github.com/Andreaierardi/Master-DataScience-Notes/blob/master/NOTFOUND.md) - Module (6 CFU/ECTS) :no_entry:
- *Social Network Analysis* (total 6 CFU/ECTS):
- [Social Network Analysis](https://github.com/Andreaierardi/Master-DataScience-Notes/blob/master/NOTFOUND.md) - (6 CFU/ECTS) :no_entry:
- __2° trimester 12 CFU/ECTS__
- *Knowledge extraction and information retrieval* (total 6 CFU/ECTS):
- [Knowledge extraction and information retrieval](https://github.com/Andreaierardi/Master-DataScience-Notes/blob/master/NOTFOUND.md) - (6 CFU/ECTS) :no_entry:
- *Text mining and sentiment analysis* (total 6 CFU/ECTS):
- [Text mining and sentiment analysis](https://github.com/Andreaierardi/Master-DataScience-Notes/blob/master/NOTFOUND.md) - (6 CFU/ECTS) :no_entry:
- *Fintech* (total 6 CFU/ECTS):
- [Fintech Industry](https://github.com/Andreaierardi/Master-DataScience-Notes/blob/master/NOTFOUND.md) - (6 CFU/ECTS) :no_entry:
- __3° trimester - 0 CFU/ECTS__
- __Seminar/Laboratories - 3 CFU/ECTS__
- *Laboratory:* (total 3 CFU/ECTS)
- [LAB: Modelling, Clustering and Forecasting Post Trade data]
- __Stage - 3 CFU/ECTS__
- *Stage:* (total 3 CFU/ECTS)
- [Covid19 Forecast evaluation]
- __Thesis - 3 CFU/ECTS__