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ChatGPT eats STA130: Introduction to Statistical Reasoning and Data Science

Topic TUT(Friday) LEC(Monday) Draft Reviewer
01 Data Wrangling Sep06 Sep09 Scott Shiraz+Ray
02 Coding Sep13 Sep16 Scott Edric+Serena
03 Visualization Sep20 Sep23 Scott Ali+Alex
04 Bootstrapping Sep27 Sep30 Ali Alex
05 One Sample HT Oct04 Oct07 Alex Ali
-- Review/Thnxgiv Oct11 Oct14
-- Midterm Exam Oct18
06 Regression I --> Oct21 Shiraz Serena
06 Coefficient HT Oct25 <-- Shiraz Alex
-- Reading Week Oct28
-- Reading Week Nov01
56 Two Sample HT Nov04
07 Regression II Nov08 Nov11 Serena Shiraz
08 Classification Nov15 Nov18 Ray Edric
09 Ethics Nov22 Nov25 Edric Ray
10 Review Dec02
11 Projects Dec03(Tuesday)

Learning Objectives

  1. Week 1
    1. ChatGPT
      1. can be very helpful both in terms of coding and conceptual understanding
      2. can make mistakes
      3. can be influenced by how it is engaged with
    2. jupyter notebooks
      1. for python coding
      2. and Markdown formatting
    3. GitHub.com as a repository for coding files
    4. Data Wrangling
      1. importing libraries import pandas as pd
      2. loading data pd.read_csv() # file or url
      3. examining missingness df.isnull().sum()
      4. removing missingness df.dropna() and del df['col']
      5. summarizing data pd.describe()
      6. mean, variance, standard deviation
      7. group by df.groupby.describe()
      8. subsetting `df[], df.loc[], df.iloc[]
      9. boolean selection

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  • Jupyter Notebook 100.0%