Schedule
Week 1
Tuesday – 15 January
- course introduction
- Berkeley Graduate School Admission
Thursday – 17 January
- Class Lab: begin work on Intro to Python for Data Science
- Download and install Anaconda (Python 3.6 version)
Week 2
Tuesday – 22 January
- Team Task: Berkeley Graduate School Admissions
- Lab 0: Getting started with Anaconda
Thursday – 24 January
- Lab 1: Crickets and Babies
Week 3
Tuesday – 29 January
- Due: Intro to Python for Data Science
- Lab 1: Crickets and More
- Outside of Class: Start Intermediate Python for Data Science
Thursday – 31 January
- Finishing Lab 1: Crickets and More
- Class Lab: Intermediate Python for Data Science
Week 4
Tuesday – 5 February
- Class Lab: Intermediate Python for Data Science
Thursday – 7 February
- Challenge: Human Freedom Index
- Due Intermediate Python for Data Science
- Lab 2 part 1: correlation
- Lab 2 part 2: Titanic
- Outside of Class: Start Statistical Thinking in Python Part One
Week 5
Tuesday – 12 February
- Choropleth Maps
- choropleth.ipynb
- Class Lab: Statistical Thinking in Python Part One
- Practical Statistics Lab — up to 8500xp.
Thursday – 14 February
Week 6
Tuesday – 19 February
- General Lab Day
- due: Statistical Thinking in Python Part One Chapter 1
Thursday – 21 February
- General Lab Day
Week 7
Tuesday – 26 February
- UMW lab demo day
- Yoga With Adriene
- Outside of Class: Start pandas Foundations
Thursday – 28 February
Week 8
Tuesday – 5 March
- Spring Break
Thursday – 7 March
- Spring Break
Week 9
Tuesday – 12 March
- Outside of Class: Start pandas Foundations
- due Statistical Thinking in Python Part One Chapter 2
- Weather Challenge
- Start Climate Challenge
- Start Review Python Notebook
Thursday – 14 March
Week 10
no class this week: NVIDIA
Tuesday – 19 March
- Due: pandas Foundations
- Outside of Class: Start Cleaning Data in Python
Thursday – 21 March
- Climate Challenge
Week 11
Tuesday – 26 March
- UMW Department Grades challenge 1000-1500xp
- 1000 xp – read data + single plot duplicating what I showed in class
- 1500 xp – more data manipulation than I showed in class – other plots
- UMW data
- Climate Challenge continued
- Outside of Class: Cleaning Data in Python
Thursday – 28 March
Week 12
Tuesday – 2 April
- Yoga with Adriene
- Due: Cleaning Data in Python
- Python Notebook: Introduction to Machine Learning (requires Cleaning Data Course)
Thursday – 4 April
- Python Notebook: Introduction to Machine Learning
Week 13
Tuesday – 9 April
Thursday – 11 April
- TBD
Week 14
Tuesday – 16 April
Thursday – 18 April
Week 15
Tuesday – 23 April
- Notebook: Your Turn
Thursday – 25 April
- Notebook: Your Turn