Section 1

• Python 101
• Pandas Tutorial

Section 2

• Mean Median Mode
• Mean Media Exercise
• StdDevVariance
• Distributions
• Percentiles
• MatPlotLib
• Seaborn
• Covariance Correlation
• Conditional Probability Exercise
• Conditional Probability Solution

Section 3

• Linear Regression
• Polynomial Regression
• Multiple Regression

Section 4

• Train Test
• Naive Bayes
• KMeans
• Decision Tree
• XGBoost
• SVC

Section 5

• Similar Movies
• Item Based CF

Section 6

• KNN
• PCA
• Q-Learning

Section 7

• KFold Cross Validation
• Top Pages
• Outliers

Section 8

• SparkKMeans
• Spark Decision Trees
• TF-IDF
• Spark Linear Regression

Section 9

• TTest

Section 10

• Tensorflow
• Keras
• Politics Excercise
• Keras-CNN
• Keras-RNN
• Transfer Learning

Section 11

• Final Project Assignment
• mammo_masses_project