Data Science using Spreadsheet
Hands-on
Setup Software Environment
install
Data Science using Python
Forest Cover Classification
HW 1
Creating E-R diagrams
Write basic SQL queries
Vectors & Matrices
Nearest Neighbor Methods
The Curse of High Dimensionality
Principal Components Analysis
Linear Discriminant Analysis
Decision Tree
Neural Network Demos
Ensemble Methods
Summary Statistics & Distributions
PMF & Class Size Paradox
PMF, PDF, CDF
Relationship between two variables
Sampling Distributions
Hypothesis Testing & CLT
Bayesian methods
Data Proprocessing
k-means clustering
Topic Modeling
Project