Business Statistics 41000 - Booth MBA
Instructor: Vadim Sokolov
vadim.sokolov@chicagobooth.edu
TA: Ayman Moawad
aymoawad@uchicago.edu
Syllabus
Datasets
All examples
Course Textbook: OpenIntro Statistics pdf, tablet
Class Notes
- Section 1: Introduction and Probability: notes, code
- Section 2: Statistics and Data: notes, code, epl, abtesting
- Section 3: Regression: notes, code, housing, mammals
- Section 4: Classification: notes, tree notes newfood, OJ, PGA, Tennis, logistic
- Section 5: AI and Deep Learning: notes, Examples: MNIST; NN for Circle Data, IMDB, Trump Tweets, trump-tweets.R
HW
Midterm
R
I made a quick introduciton to R, video is here and here are the slides.
To get RStudio on you computer, you need to first download and install RStudio then you need to download and install R.
Further, I recommend doing those two courses on DataCamp.
In addition, Booth offers access to an online R tutorial on LinkedinLearning. To access the training, go to: here and login using your CNetID and password. You may find it helpful to work through the following R courses offered on LinkedInLearning:
- Code Clinic: R with Mark Niemann-Ross
- R Statistics Essential Training with Barton Poulson
- Up and Running with R with Barton Poulson
Demos
Other Materials and Links
- AI in Tennis
- Kraft-Heinz blog store
- Kraft-Heinz WSJ
- Frito-Lay potato peeling
- Tyson
- Anheuser-Busch InBev payments
- Walmart smart
- The State of Data Science and MachineLearning
- Model Interpretability
- Data Sceince Survey
- J. M. Keynes’s Investment Performance: A Note
- Bayes Search
- How Y’all (NY) Times
- Monte Hall
- EPL
- Data Cleaning
- Airbnb Random Forest
- Facebook regrsssion
- Youtube Deep learning
- Uber: time series
- Exploratory Data Analysis
- Overfitting
- 2016 Election