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Tutoring Materials for Foundations of Data Science, Spring 2017

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Instructors

Professor: John DeNero

Head of Support: Vinitra Swamy

Tutors: Sona, Adeel, Suraj, Wes, Clement, Anthony, Pinxiu, Adnan, Zac, Eric, Francie, Sue, Emma, Annie, Aidan, Ronnie, Erik, Ravi, Christina, Megan, Katherine, Kaiqian, Mariah, May, Nanxi, Arya

Week 1

Python Fundamentals - iPython Notebooks, Materials

Week 2

Table Manipulation, Visualization, Histograms - iPython Notebooks, Materials

Week 3

Visualization, Functions, Grouping - iPython Notebooks, Materials

Week 4

Joins, Maps, Iteration - iPython Notebooks, Materials

Week 5

Midterm Review 1 - Worksheet , Materials

Week 6

Midterm Review 2 - Materials

Week 7

P-Values, Simulation - iPython Notebooks

Week 8

Confidence Intervals - iPython Notebooks

Week 9

Normal Distributions, Sample Means, Experiment Design, Correlation - Materials

Week 10

Standard Units, Regression, Least Squares - Materials

Week 11

Residuals, Regression Inference, Classifiers – Materials

Week 12

Classification, General Review - iPython Notebooks