zd123 / 2021-spring-data-science

Spring 2021 Data Science Repo

Office Hours

• Instructor Zack's Office Hours
  • Wednesday's 6-8pm
• TA Steve's Office Hours
  • Monday and Tuesday 5-6pm
• TA Julia
  • Tuesday and Wed 5-6pm

Lecture Recordings

Homework Submission Sheets

• Thursday's Homework Submission Sheet
• Friday's Homework Submission Sheet

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: AB Testing
• Week 11: Projects Week 1
• Week 12: Projects Week 2
• Week 13: Projects Week 3 (MVP In Class Presentations)

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