/MediaLab_Summer_Python

Python course for Media Lab

Primary LanguageJupyter NotebookMIT LicenseMIT

Media Lab Python Course

This public repository contains the training materials, tutorials, code, and assignments for the Training Course in Python Fundamentals for Social Sciences and Public Management at QLAB.

I. General Information

Course name Python Fundamentals for Macroeconomics
Number of Hours of Theory 24 hours
Professor Alexander Quispe Rojas
PUCP email alexander.quispe@pucp.edu.pe

II. Abstract

This course is designed to provide a fundamental understanding of the Python programming language. It is intended for students with little or no programming experience who are interested in learning Python for data analysis, scientific computing, web development, or any other application. The course will cover the basics of Python syntax and semantics, as well as more advanced concepts such as object-oriented programming and functional programming.

III. Presentation

This course is intended for college students interested in learning Python for a variety of applications, including data analysis, scientific computing, and web development. It is also suitable for professionals who want to learn Python as a tool for their work.

IV. Learning Outcomes

  1. Learn how to use GitHub and potentially create your Academic/Tech website.
  2. Understand basic programming concepts such as variables, functions, loops, and conditionals.
  3. Write simple Python programs to solve problems
  4. Understand and use Python data types, including lists, dictionaries, and tuples
  5. Use Python libraries and modules to perform tasks like data analysis and scientific computing
  6. Understand and apply object-oriented and functional programming concepts in Python
  7. Use Python to Interact with Web APIs and Scrape Web Pages

V. Methodology

Classes will be given synchronously via Zoom. While exploring the use of Python for data analysis, the use of databases for the social sciences will be emphasized.

VI. Evaluation

The evaluation consists of a final work at the end of the course.

Type of evaluation Weighting on Final Grade
8 4 evaluations 80%
1 Final project 20%

VII. Compulsory Bibliography

  1. "Python for Data Science Handbook" by Jake VanderPlas (O'Reilly, 2017)
  2. "Python Crash Course" by Eric Matthes (No Starch Press, 2015)
  3. "Python for Everyone" by Horstmann and Reed (Wiley, 2015)
  4. Stackoverflow

VIII. Schedule

Week Date Day Schedule Topic Subtopic
1 01/03/2024 08:00-11:00 Github - Basic Objects
  • Installation
  • Branches
  • Repository
  • Lists
  • Dictionaries
  • NumPy
2 01/05/2024 08:00-11:00 Pandas
  • Series
  • Indexing
  • Importing Data
  • Data wrangling
3 01/08/2024 08:00-11:00 Control Structures, Functions and Classes
  • If condition
  • For loop
  • While Loop
  • Function Definitions
  • *args and **kwwargs
  • _init_
  • Attributes and Methods
4 01/10/2024 08:00-11:30 Web Scrapping
  • Web Scrapping I
5 01/12/2024 08:00-11:30 Web Scrapping
  • Web Scrapping II
6 01/15/2024 08:00-11:30 API
  • APIs
7 01/17/2024 08:00-11:30 Visualization
  • Visualization
8 01/19/2024 08:00-11:30 NLP
  • NLP
  • Transformers

IX. Groups

Group1 Group2 Group3 Group4 Group5 Group6 Group7 Group8
SALMÓN SALAZAR, GISELLA VELDA BELAPATIÑO DOMINGUEZ, NATHALY RUTH QUEQUEJANA MELO, LAURA SOPHIA ARRELUCEA SUAREZ, ANDREA MIRANDA ORE PRIETO, EDUARDO JOSUE BOLIVAR ESPINOZA, CARELLIA DALESKA ALZAMORA ESPINOZA, PAOLA FERNANDA HURTADO YANTAS, HANS CRISTIAN
PICHIHUA VEGAS, SOFIA PAMELA ERQUIAGA SALGADO, MARCO ANTONIO AGUIRRE BLAS, DAVIES ANDERS VERA MARQUINA, CLAUDIA ESTEFANIA QUISPE HURTADO, KATIA LUCERO MONTES CARRILLO, ALLISON SILVIA GONZALES CENTENO, JULIA GISELLE REYES COLQUEPISCO, VALERIA ELIZABETH
DE LA FUENTE CHUNGA, HECTOR HUGO SERVAN MACEDO, DANIEL ALONSO JUAREZ REYNA, MARIEL ALEJANDRA DU PONT GONZALES, DIEGO ALEXANDER ARGOMEDO PIMINCHUMO, PAMELA ALEXANDRA ZEVALLOS MENDEZ, AARON ALONSO AMARO YALTA, HILLARY ESTEFANY NARVAEZ LEYVA, GABRIELA MARIE
PAREDES CHAVEZ, PABLO CRISTIAN MORI LLACCTAS, JUAN ANTONIO AZAÑEDO GAMARRA, VANESSA ALESSANDRA TICONA CENTENO, KATTY BERENICE JAUREGUI VERA, ANA BRIGITTE QUENAYA DE LA CRUZ, FAVIO MARCELO GONZALES SILVANO, JOSE LUIS
LOAYZA EVANGELISTA, MIGUEL ANGEL GARCIA VERGARA, GABRIELA PINARES ORDINOLA, EMILY ROSE TELLO ESCOBAR, RONALD ALBERTO CORDOVA CALLE, EHZER HADID VASQUEZ VILCA, JOE ANDRE

X. Website

  1. Video tutorials
  1. Templates