Machine LearningEngineer Nanodegree

Systematical Review of Machine Learning

Instructors: Charles Isbell, Michael L. Littman, Sebastian Thrun, Katie Malone, Luis Serrano

Introduction

Unlike the Machine Learning course on Coursera, this nanodegree is an intensive intermediate/advanced level course in this field. It contains multiple courses in Udacity, including Intro to Machine Learning, Machine Learning by Georgia Tech, Reinforcement Learning by Georgia Tech, Deep Learning by Google

Course Projects

• Section 1: Machine Learning Foundations

  • Introductory Project 1: Titanic Survival Exploration
  • Introductory Project 2: Predicting Boston Housing Prices

• Section 2: Supervised Learning

  • Required Project : finding donors
  • Project Outline

• Section 3: Unsupervised Learning

  • Required Project : customer_segments
  • Project Outline

• Section 4: Reinforcement Learning

  • Required Project : Smartcab (Notebook report)
  • Q-learning implementation
  • Project Outline

• Section 5: Deep Learning

  • Required Project : Dog Breed Classification
  • Project Outline

• Section 6: Capstone Project

  • Required Project : Recruit Restaurant Visitor Forecsting using Stacked Ensembles and SARIMAX
  • Project Outline
  • EDA Notebook

Course Completion Certificate