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Arbitrage Pricing Theory

Introduction

Three parts to the course

Textbooks

Prerequisites

Introduction

The Data

Our Stock Data

Pandas Dataframe

Actual CSV

Interesting Stuff

Compute max closing price

Plotting stock price data

Plot two columns

Working with multiple stocks

Pandas dataframe recap

Problems to Solve

How We re Going to do it

Joining SPY

Create an exmpty data frame

Join SPY data

Read in more stocks

Slicing

More slicing

Problems with Plotting

Plotting multiple stocks

Normalizing

What is NumPy

Relationship to Pandas

Notes on Notation

Creating NumPy arrays

Arrays with initial values

Generating random numbers

Array attributes

Operations on ndarrays

Timing python operations

How fast is NumPy

Accessing array elements

Modifying array elements

Indexing an array with another array

Boolean or mask index arrays

React Projects Workshops

Node js back end JavaScript

Python programming language

Social Network Theme UI With Sass

Full Stack React Django

Build a Node js App With Sequelize

GraphQL With React Apollo

Node js REST API With Restify Mongoose JWT

Full Stack Vue js Express MongoDB

Exploring Docker

Responsive Portfolio Website

The MERN Stack

PHP REST API High level

Up unning With Symfony 4

JavaScript Workshops

PHP MySQL Stripe API Payment App