BrainInAMath

Brain In A Math

A mind bending jail-break story of Brain!

Chapter 1: R

Machine Learning in R

Week 2
A not very gentle introdcution to R
Week 3
Regressions and how to find them
Week 4
Nonlinear Regressions
Week 5
Gradient Descent and Validation
Week 8
Trees, Forests and the art of pruning
Week 9
Support Vector Machines
Week 10
Introduction to Neural Networks
Week 11
Neural Networks in R
Week 12
Principle Component Analysis
Week 13
Clustering Models

Data Visualization and Statistics

Lab 1
Introduction to Visualization with R
Lab 2
Comparing Distributions
Lab 3
Visualizing Categorical Variables
Lab 4
Distributions
Lab 5
Fitting Distributions to Continuous RVs
Lab 7
Data Transformation and Time Series
Lab 8
Data Transformation and CLT
Lab 9
Hypothesis Testing
Lab 10
ANOVA
Lab 11
Testing Proportions