/2021-spring-data-science

Primary LanguageJupyter Notebook

Spring 2021 Data Science Repo

Office Hours

  • Instructor Zack's Office Hours
    • Thursday and Friday 5-6pm
  • TA Steve's Office Hours
    • Monday and Tuesday 5-6pm
  • TA Julia
    • Monday at Tuesday 5-6pm

Lecture Recordings

Homework Submission Sheets

Updating your fork

  • Do this first step only once to link your fork with the main repo:
    • git remote add upstream https://github.com/CUNYTechPrep/2021-spring-data-science.git
  • Then every week, run these commands below to get the new files.
    1. git fetch upstream
    2. git merge upstream/master

Course Overview

  • Week 01: Introduction to Data Science & working with Data in Pandas
  • Week 02: Exploratory Data Analysis and Visualizations
  • Week 03: SQL
  • Week 04: Introduction to Machine Learning & Classification
  • Week 05: Decision Trees and Random Forest Classifiers
  • Week 06: Linear Regression / Regressors
  • Week 07: Natural Language Processing
  • Week 08: Image Classifiers
  • Week 09: Neural Networks
  • Week 10: [04-22/23] AB Testing
  • Week 11: [04-29/30] Flask & Projects Week 1
  • Week 12: [05-06/07] Projects Week 2
  • Week 13: [05-13/14] Projects Week 3 (MVP In Class Presentations)
  • Week 14: [05-18 5:30 - 7:00] No class just Virtual Dress Rehearsal: Meeting Link
  • Week 15: [05-26 5:30 - 7:00] Demo Night

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