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: 58
Created: 2022-02-03
License: Open Publication License
Author(s): Hayden Klok, Yoni Nazarathy
Statistics with Julia

Others Computer science, Data recovery Tutorials

R for Data Science

Introduction to OKRs

Open Data Structures

What Is Data Science?

Others related eBooks about Statistics with Julia

An Introduction to Machine Learning, 2nd Edition

This book presents fundamental machine learning concepts in an easy to understand manner b..., download free Machine Learning tutorial in PDF (348 pages) created by Miroslav Kubat ....

Adobe Soundbooth CS5

The purpose of this PDF tutorial is to provide an overview about Adobe Soundbooth CS5 ,it allows you to create and edit audio with ease,free training document under 4 pages for download....

The Haskell School of Music

Download free course The Haskell School of Music, pdf file on 441 pages by Paul Hudak, Donya Quick....

Software for Exascale Computing - SPPEXA 2016-2019

Download free course Software for Exascale Computing - SPPEXA 2016-2019, pdf file on 624 pages by Hans-Joachim Bungartz, Severin Reiz, Benjamin Uekermann, Philipp Neumann, Wolfgang E. Nagel....

New Applications of Artificial Intelligence

This book has a complete set of applications of artificial neural networks that allow the reader to gain experience about the new systems for implementing and developing artificial intelligence (AI) methods, which can run in several digital systems. On the other hand, the book shows the newest alg...

Lisp Hackers

Download free course Lisp Hackers, pdf file on 77 pages by Vsevolod Dyomkin....

Physical Modeling in MATLAB

An introductory textbook for people who have not programmed before. Covers basic MATLAB programming with emphasis on modeling and simulation of physical systems. ...

Mind Hacking: How to Change Your Mind for Good in 21 Days

This book teaches you how to reprogram your thinking -- like reprogramming a computer -- to give you increased mental efficiency and happiness....

Marketing and Advertising Using Google

Download free course Marketing and Advertising Using Google, pdf file on 156 pages by Google, Karl Barksdale....

DevOps for Digital Leaders

Download free course DevOps for Digital Leaders, pdf file on 176 pages by Aruna Ravichandran, Kieran Taylor, Peter Waterhouse....