GA-DAT-08

Introductions

• Lesson 1: Unix and Python Introductions

• Lesson 2: Linear Algebra and Python Control Flow

• Lesson 3: Using Numpy, Scipy, and Pandas

• Lesson 4: Intro to Databases

• Lesson 5: Data Visualization and Manipulation

Supervised Models

• Regression & Regularization

• Lesson 6: Logistic Regressions

• Lesson 7: Bayesian Inference

• Lesson 8: Decision Trees and Random Forests

• Lesson 10: Ensemble Methods

• Lesson 15: Hadoop

  • Setting Up Hadoop

• Lesson 16: Spark