/2020-fall-data-science

Primary LanguageJupyter Notebook

Fall 2020 Data Science Repo

Office Hours

  • Instructor Zack's Office Hours
    • Thrusday's from 6-8pm EST
  • TA Steve's Office Hours
    • Mondays and Thursdays from 5-6pm.
  • TA Sam's Office Hours
    • Wednesdays 6:30-8pm
    • Thrusdays 4:30-6pm

Lecture recordings

Homework Submission Sheets

Updating your fork

  • Do this once to link your fork with the main repo:
    • git remote add upstream https://github.com/CUNYTechPrep/2020-fall-data-science.git
  • Then Every week, run these commands.
    1. git fetch upstream
    2. git merge upstream/master

Course Overview

  • Week 01: (9/8 - 9/11) Introduction to Data Science & working with Data in Pandas
  • Week 02: (9/15 - 9/18) Exploratory Data Analysis and Visualizations
  • Week 03: (9/22 - 9/25) SQL
  • Week 04: (9/29 - 10/2) Introduction to Machine Learning & Classification
  • Week 05: (10/6 - 10/9) Decision Trees and Random Forest Classifiers
  • Week 06: (10/13 - 10/16) Linear Regression / Regressors
  • Week 07: (10/20 - 10/23) Natural Language Processing
  • Week 08: (10/27 - 10/29) - Image Classifiers
  • Week 09: (11/03 - 11/05) - Neural Networks
  • Week 10: (11/11 - 11/13) - Projects Week 1 (Flask App)
  • Week 11: (11/18 - 11/20) - Projects Week 2
  • Week 12: (11/25 - 11/27) - THANKSGIVING BREAK, NO CLASS
  • Week 13: (12/02 - 12/04) - Projects Week 3 (MVP In Class Presentations)
  • Week 14: (12/10) - FINAL PROJECT DUE / DEMO NIGHT: 12/10 5:30 - 7:30

Note, coursework and lessons may be subject to change based on classes needs.