Master-DataScience-Notes/README.md

Master of Science in Data Science and Economics (DSE)
📕 Notes and Projects 💻

Università degli Studi di Milano 🎓

Notes, projects and slides of the Master of Science in Data Science and Economics (DSE)

Course page

Contributors 👥

Andrea Ierardi

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Years 2019 - 2021

NB. ⛔ Courses have not been attended yet

1° year - 2019/2020

• 1° trimester - 18 CFU/ECTS

  • Graph Theory, Discrete Mathematics and Optimization (total 12 CFU/ECTS):
    • Discrete Mathematics- Module (3 CFU/ECTS)
    • Graph Theory- Module (3 CFU/ECTS)
    • Optimization - Module (6 CFU/ECTS)
  • Micro-econometrics, casual inference and Time series econometric:
    • Time series - Module (6 CFU/ECTS)

• 2° trimester - 18 CFU/ECTS

  • Advanced Microeconomics and Macroeconomics (total 12 CFU/ECTS):
    • Advanced microeconomics - Module (6 CFU/ECTS)
  • Micro-econometrics, casual inference and Time series econometric:
    • Micro-econometrics, Causal Inference - Module (6 CFU/ECTS)
  • Coding for Data Science and Data Management (total 12 CFU/ECTS)
    • Coding for Data Science - R language - Module (3 CFU/ECTS)
    • Coding for Data Science - Python language - 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 - Module (6 CFU/ECTS)
    • Statistical Learning, Deep Learning and Artificial Intelligence - Module (6 CFU/ETCS)
  • Coding for Data Science and Data Management
    • Data Management - Module (6 CFU/ETCS)

• Seminar/Laboratories - 3 CFU/ECTS

  • Short Course Data Science with Prof. Kenett (total 3 CFU/ECTS)
    • Short Course
      
      
      

2° Year - 2020/2021 ⛔

• 1° trimester - 30 CFU/ECTS

  • Cybersecurity and Privacy Preservation Techniques and Digital Security and Privacy (total 6 CFU/ECTS):

    • Cybersecurity and Privacy Preservation Techniques - Module (3 CFU/ECTS) ⛔
    • Digital Security and Privacy - Module (3 CFU/ECTS) ⛔

  • Algorithms for Massive Data, Cloud and Distributed Computing (total 12 CFU/ECTS):

    • Algorithms for Massive Data - Module (6 CFU/ECTS) ⛔
    • Cloud and Distributed Computing - Module (6 CFU/ECTS) ⛔

  • Advanced multivariate statistics (total 6 CFU/ECTS):

    • Advanced multivariate statistics - (6 CFU/ECTS) ⛔

  • Social Network Analysis (total 6 CFU/ECTS):

    • Social Network Analysis - (6 CFU/ECTS) ⛔

• 2° trimester 12 CFU/ECTS

  • Knowledge extraction and information retrieval (total 6 CFU/ECTS):

    • Knowledge extraction and information retrieval - (6 CFU/ECTS) ⛔

  • Text mining and sentiment analysis (total 6 CFU/ECTS):

    • Text mining and sentiment analysis - (6 CFU/ECTS) ⛔

• 3° trimester - 0 CFU/ECTS

• Seminar/Laboratories - 3 CFU/ECTS

  • *Laboratory: * (total 3 CFU/ECTS)
    • Lab ⛔

• Stage - 3 CFU/ECTS

• Thesis - 3 CFU/ECTS