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course-materials's Introduction

Statistical Learning

Week 1

Monday

No class

Wednesday

  • Course Logistics
  • Guess My Age
  • For next time:
    • Sign up for slack group
    • Set up github account
    • Read p. 1 - 14

Week 2

Monday

  • Github portfolios
  • Estimating f
  • For next time:
    • Read p 15 - 41
    • Problem Set 1 due beginning of next class

Wednesday

  • Decomposing MSE
  • Bias - Variance Tradeoff
  • If time: start Lab 1
  • For next time:
    • Read p 59 - 81
    • Lab 1 due by start of next class

Week 3

Monday

  • k-nearest neighbors (KNN)
  • Linear Regression
  • For next time:
    • Read p 82 - 92
    • Lab 2 due at beginning of class next Monday

Wednesday

  • Extending the linear model
  • For next time:
    • Read p 92 - 109
    • Finish Lab 2

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