Udacity's Machine Learning Engineer Nanodegree project files and notes.
This repository contains project files and lecture notes for Udacity's Machine Learning Engineer Nanodegree program which I started working on in June 2018.
The Machine Learning Engineer Nanodegree is an online certification. It involves
- Courses in supervised learning, unsupervised learning and reinforcement learning and
- Six projects (p0-p5 in this directory).
Courses include lecture videos, quizzes and programming problems. These courses were developed by Georgia Tech, Udacity, Google and Kaggle.
This directory includes lecture notes (lesson_notes
) and project code (p0
to p5
).
- Machine Learning Foundations
- Project 1: Titanic Survival Exploration
- Model Evaluation and Validation
- Project 2: Predicting Boston Housing Prices
- Supervised Learning
- Project 3: Finding Donors for CharityML
- Unsupervised Learning
- Project 4: Creating Customer Segments (Segmenting customers based on spending in different categories)
- Deep Learning
- Project 5: Dog Breed Classifier
- Reinforcement Learning
- Project 6: Teach a Quadcopter How to Fly
- Machine Learning Capstone
- Project 7: Capstone Project
Special thanks to pedropb for his base notes that I coopted as the base for my own, and to jessicayung for her README template and organization.