2021-fall-data-science

2021-fall-data-science

Zoom Links

• Thursday's 6:30-9:00 Class
• Friday's 3:00-5:30 Class

Office Hours

• Instructor Zack
  • Thursday's 5:30-6:30
  • Friday's 2:00-3:00
• TA Julia
  • Tuesday's 5:00-7:00
• TA Steve
  • Tuesday's 5:00-6:00
  • Wednesday's 5:00-6:00

Lecture Recordings

• Link To Lecture Recordings

Submitting Homeworks

• Thursday's HW Submission Sheet
• Friday's HW 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-fall-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 [9/02 - 9/3]: Introduction to Data Science & working with Data in Pandas
• Week XX [9/09 - 9/10]: No Class
• Week 02 [9/16 - 9/17]: Exploratory Data Analysis and Visualizations
• Week 03 [9/23 - 9/24]: Data Visualization using Plotly
• Week 04 [9/30 - 10/1]: Introduction to Machine Learning & Classification
• Week 05 [10/07 - 10/08]: Decision Trees and Random Forest Classifiers
• Week 06 [10/14 - 10/15]: Linear Regression / Regressors
• Week 07 [10/21 - 10/22]: Natural Language Processing
• Week 08 [10/28 - 10/29]: Image Classifiers
• Week 09 [11/04 - 11/05]: Neural Networks
• Week 10 [11/11 - 11/12]: AB Testing
• Week 11 [11/18 - 11/19]: Flask & Projects Week 1
• Week XX [11/25 - 11/26]: NO CLASS
• Week 12 [12/02 - 12/03]: Projects Week 2
• Week 13 [12/09 - 12/10]: Projects Week 3 (MVP In Class Presentations)
• Week 14 [12/14]: Tenatively Demo Night.

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