sizigia/learn-co-lessons

Merged, structured and transferred curriculum lessons from Flatiron School Data Science prep courses.

Data Science Bootcamp Prep — Flatiron

Introduction to Python

• Introduction
  • Introduction To Data Science
  • Instant Data Science
• DataTypes
  • Python Intro To Strings
  • Python Numbers And Booleans
  • Python Practice With Datatypes
• Introduction to Variables
  • Python Variables Readme
  • Python Variables Lab
  • Jupyter Notebook Introduction
• Python Collections
  • Python Lists Readme
  • Python Lists Lab
  • Lists With Maps
  • Python Dictionaries Readme
  • Excel To Python
  • Python Dictionaries Lab
• Visualizing in Python
  • Plotting Data Readme
  • Plotting Data Lab
• Looping
  • For Loops Readme
  • For Loops Lab
• Functions
  • Defining Functions Readme
  • Introduction To Functions Lab
  • Python Scope Readme
  • Function Arguments Readme
  • Function Arguments Lab
• Conditionals
  • Conditionals Python Readme
  • Conditionals Python Lab
• Iterator Functions
  • Filter Readme
  • Map Readme
  • Filter Lab Python

Intro to ML with Nearest Neighbors

• Building Graphs with Python
  • Visualizing In Python
  • Calculating Distance
  • Calculating Distance Lab
  • Nearest Neighbors Readme
  • Applying Nearest Neighbors
  • Nearest Neighbors Lab

Linear Equations and Graphs

• Plotly Continued
  • Plotly Basics
  • Plotly Lab
• Regression
  • Single Variable Regression
  • Calculating Lines
  • Single Variable Regression Lab
• Evaluation Regression Lines
  • Sigma Notation
  • Evaluating Regression Lines
  • Evaluating Regression Lines Lab
  • Gradient Descent
  • Gradient Descent Step Sizes
  • Gradient Descent Step Sizes Lab

Calculus for Data Science

• Expressing Functions
  • Why Math
  • Expressing Functions
• Derivatives
  • Introduction To Derivatives
  • Introduction To Derivatives Lab
  • Nonlinear Derivatives Readme
  • Derivative Rules
  • Derivative Rules Lab
  • Multivariable Functions
  • Partial Derivatives Gradient Descent
  • Partial Derivatives Lab

Gradient Descent with Calculus

• Gradient Descent with Calculus
  • Gradient in Gradient Descent
  • Derivative Chain Rule
  • Gradient To Cost Function
  • Applying Gradient Descent
  • Applying Gradient Descent Lab

Python Interview Prep

• Dictionaries
  • Python Dictionaries Readme
  • Excel To Python
  • Python Dictionaries Lab
• Visualizing in Python
  • Plotting Data Readme
  • Plotting Data Lab
• For Loops
  • For Loops Readme
  • Python For Loops Lab

Math Interview Prep

• Expressing Functions
  • Why Math
  • Expressing Functions
• Derivatives
  • Introduction To Derivatives
  • Introduction To Derivatives Lab
  • Nonlinear Derivatives Readme
  • Derivative Rules
  • Rules For Derivative Lab
  • Multivariable Functions
  • Multivariable Calculus Gradient Descent
  • Partial Derivatives Lab