Master of Science in Data Science and Economics (DSE)
:closed_book: Notes and Projects :computer:

<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


### 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 - 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  
- __1° trimester - 21 CFU/ECTS__
  - *Cybersecurity and Privacy Preservation Techniques and Digital Security and Privacy* (total 6 CFU/ECTS):
       - [Cybersecurity and Privacy Preservation Techniques and Digital Security and Privacy](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/2year/1trimester/Cybersecurity%20and%20Privacy%20Preservation%20Techniques%20and%20Digital%20Security%20and%20Privacy) (6 CFU/ECTS) 
       

   - *Algorithms for Massive Data, Cloud and Distributed Computing* (total 12 CFU/ECTS):
       - [Security for Cloud Computing](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/2year/1trimester/Algorithms%20for%20Massive%20Data%2C%20Cloud%20and%20Distributed%20Computing/Security%20for%20Cloud%20Computing) - Module (6 CFU/ECTS) 
       - [Cloud and Distributed Computing](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/2year/1trimester/Algorithms%20for%20Massive%20Data%2C%20Cloud%20and%20Distributed%20Computing/Cloud%20and%20Distributed%20Computing) - Module (3 CFU/ECTS) 
     
   - *Social Network Analysis* (total 6 CFU/ECTS):
       - [Social Network Analysis](https://github.com/Andreaierardi/SocialNetworkAnalysis-project) - (6 CFU/ECTS) 
- __2° trimester 15 CFU/ECTS__
   - *Algorithms for Massive Data, Cloud and Distributed Computing* (total 12 CFU/ECTS):
       - [Algorithms for Massive Dataset](https://github.com/Andreaierardi/Market-Basket-Analysis-IMDB) - Module (3 CFU/ECTS) 
      
   - *Text mining and sentiment analysis* (total 6 CFU/ECTS):
       - [Text mining and sentiment analysis](https://github.com/Andreaierardi/lyrics-emotion-detection) - (6 CFU/ECTS) 
   
   - *Fintech* (total 6 CFU/ECTS):
       - [Fintech Industry](https://github.com/Andreaierardi/Fintech-Industry) - (6 CFU/ECTS) 
  
- __3° trimester - 6 CFU/ECTS__
- *Knowledge extraction and information retrieval* (total 6 CFU/ECTS):
       - [Knowledge extraction and information retrieval](https://github.com/Andreaierardi/sentiment-puccini) - (6 CFU/ECTS) 

- __Seminar/Laboratories - 3 CFU/ECTS__ 
  - *Laboratory:* (total 3 CFU/ECTS)
    - [LAB: Drive Digital Transformation with Data Analytics](https://github.com/Andreaierardi/deloitte-lab) with Deloitte
 
 
 - __Internships - 3 CFU/ECTS__ 
   - *Stage:* (total 3 CFU/ECTS)
      - [Covid19 Forecast evaluation](https://github.com/Andreaierardi/Covid-19-Forecast-Evaluation)
      - [Modelling, Clustering and Forecasting Post Trade data](https://github.com/Andreaierardi/Master-DataScience-Notes/tree/master/2year/Laboratories/STAGE%20Borsa%20Italiana) at Borsa Italiana (London Stock Exchange Group)
 - __Thesis - 9 CFU/ECTS__ 
      - [Social Network Analysis on post trade data: centrality, scale free behavior and resiliency of the networks over time](https://github.com/Andreaierardi/Master-Thesis-SNA-Borsa-Italiana/blob/main/Thesis/Thesis_andrea_ierardi_DSE.pdf)