Statistics with Julia

Download free course Statistics with Julia, pdf file on 413 pages by Hayden Klok, Yoni Nazarathy.

Currently many of Julia's users are hard-core developers that contribute to the language's standard libraries, and to the extensive package eco-system that surrounds it. Therefore, much of the Julia material available at present is aimed at other developers rather than end users. This is where our book comes in, as it has been written with the end-user in mind.

The code examples have been deliberately written in a simple format, sometimes at the expense of efficiency and generality, but with the advantage of being easily readable. Each of the code examples aims to convey a specific statistical point, while covering Julia programming concepts in parallel.

In a way, the code examples are reminiscent of examples that a lecturer may use in a lecture to illustrate concepts. The content of the book is written in a manner that does not assume any prior statistical knowledge, and in fact only assumes some basic programming experience and a basic understanding of mathematical notation.


Table of contents

  • Introducing Julia
  • Basic Probability
  • Probability Distributions
  • Processing and Summarizing Data
  • Statistical Inference Ideas
  • Confidence Intervals
  • Hypothesis Testing
  • Linear Regression
  • Machine Learning Basics
  • Simulation of Dynamic Models
  • How-to in Julia
  • Additional Language Features
  • Additional Packages
Pages : 413
Size : 13.3 MB
File type : PDF
Downloads: 139
Created: 2022-02-03
License: Open Publication License
Author(s): Hayden Klok, Yoni Nazarathy
Statistics with Julia

Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233

Others Computer science, Data recovery Tutorials

Introduction to OKRs

Open Data Structures

What Is Data Science?

R for Data Science

Others related eBooks about Statistics with Julia

Think Complexity

Download free course Think Complexity, pdf file on 228 pages by Allen Downey....

Blazor, A Beginners Guide

Download free course Blazor, A Beginners Guide, pdf file on 121 pages by by Ed Charbeneau....

Git Internals

Download free course Git Internals, pdf file on 121 pages by Scott Chacon....

Kubernetes Succinctly

Download free course Kubernetes Succinctly, pdf file on 121 pages by Rahul Rai, Tarun Pabbi....

Handbook of Vascular Biometrics

Download free course Handbook of Vascular Biometrics, pdf file on 535 pages by Andreas Uhl, Christoph Busch, Sébastien Marcel, Raymond Veldhuis....

Programming from the Ground Up: An Introduction to Programming using Linux Assembly Language

Programming from the Ground Up uses Linux assembly language to teach new programmers the most important concepts in programming. It takes you a step at a time through these concepts: * How the processor views memory * How the processor operates * How programs interact with the operating system * H...

Create Flyer using CorelDraw Tutorial for Beginners in PDF

This PDF tutorial will show you the steps to create this simple Flyer using Corel Draw, free course created by flyertutor.com....

WPF Debugging and Performance Succinctly

Download free course WPF Debugging and Performance Succinctly, pdf file on 79 pages by Alessandro Del Sole....

Policy-Oriented Technology Assessment Across Europe: Expanding Capacities

Download free course Policy-Oriented Technology Assessment Across Europe: Expanding Capacities, pdf file on 188 pages by Lars Klüver, Rasmus Øjvind Nielsen, Marie Louise Jørgensen....

Building Secure and Reliable Systems

Can a system be considered truly reliable if it isn't fundamentally secure? Or can it be c..., download free Secure Systems tutorial in PDF (558 pages) created by Piotr Lewandowski ....