README.md

BAC Insight Team 2019

Data Science Workshop Materials for Stern Business Analytics Club Insight Team.

Weekly Schedule:

Week 1: Team formation, Project Expectation, Introduction to Python

• Download Jupyter Notebook
• Introduction to Python Notebook

Week 2: Review Project Proposal, Command Line, Pandas and Numpy

• Navigating Command Line and Git
• Pandas and Numpy Notebook

Week 3: Stats, Matplotlib and Linear Regression

• Due: Project Proposal
• Statistics and Plotting Notebook
• Linear Regression Notebook

Week 4: Logistic Regression, Data Cleaning

• Linear Regression Recap
• Logistic Regression Notebook
• More Pandas Data Manipulation

Week 5: Decision Trees and Random Forest

• Decision Trees to Random Forest

Week 6: Feature Engineering and Model Evaluation

• Due: Project Check in #1
• Feature Engineering
• Model Evaluation

Week 7: Other Models (SVM and Naive Bayes)

• Support Vector Machines
• Naive Bayes

Week 8: Start of Neural Networks and Going from Models to Recommendations

• Due: Project Check in #2
• MultiLayer Perceptrons
• Discuss how to translate model output to the problem of interest

Week 9: Practice Presentation

• Offer critique on presentation and recommendations

Week 10: Final Presentation