Programming & Scientific Computing · Databases & Data Engineering

NoSQL databases and big data: Distributed architectures and high-density modeling

Public introduction · full guide in Eikos

Introduction

What this guide covers

Introduction Distributed systems · Data engineering

Overview

Topics covered

  • Introduction
  • NoSQL Databases & Big Data Architectures
  • Introduction to Big Data and the crisis of the relational model
  • Limits of the classic RDBMS regarding horizontal scaling
  • The quantitative Vs of Big Data: a statistical approach
  • The CAP Theorem and the PACELC Theorem

Related concepts

Main connections

  • SQL & relational data modeling
  • Calculus & differentiation
  • Unsupervised learning & clustering
  • Preprocessing pipelines & transform recipes
  • Mean & expected value
  • Bayes' theorem & priors

Compatible notation

Mathematical sample in LaTeX

The expression is rendered accessibly, with its LaTeX source preserved below.

R⋈S=⋃i=1N⋃j=1N(Ri⋈Sj)
View LaTeX sourceR \bowtie S = \bigcup_{i=1}^{N} \bigcup_{j=1}^{N} \left( R_i \bowtie S_j \right)