Udacity Data Scientist
Reference
Index
Resources
Source Repository
General Programming
Writing READMEs
Introduction to Python Programming
Example Google Style Python Docstrings
Example NumPy Style Python Docstrings
Python, Memory, and Objects
How Do YOU Become A Developer?
Advanced OOP
Python’s Instance, Class, and Static Methods Demystified: This article explains different types of methods that can be accessed at the class or object level.
Class and Instance Attributes: You can also define attributes at the class level or at the instance level.
Mixins for Fun and Profit: A class can inherit from multiple parent classes.
Primer on Python Decorators: Decorators are a short-hand way to use functions inside other functions.
Decorators
Web
HTML
Bootstrap
Starter Template
Column Grid Explanation
Containers and Responsive Layout
Images
Navigation Bars
Font Colors
Git
A successful Git branching model
Version Control with Git
About merge conflicts
How to version control your production machine learning models
Version Control ML Model
GitHub
Beginner’s Guide to Contributing to a Github Project
Contributing to a Github Project
Data Science
Machine Learning
Introduction to Machine Learning Course
Intro to TensorFlow for Deep Learning
Intro to Deep Learning with PyTorch
Neural networks - 3Blue1Bro
Math
Intro to Statistics
Intro to Descriptive Statistics
Mathematics for Machine Learning: Linear Algebra
Linear Algebra Courses (edX)
Linear Algebra by MIT (OCW MIT)
Essence of linear algebra - - 3Blue1Bro
Big Data
Intro to Hadoop and MapReduce
Deploying a Hadoop Cluster
Real-time Analytics with Apache Storm
Big Data Analytics in Health Care