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 : | |
| Downloads: | 111 |
| Created: | 2022-02-03 |
| License: | Open Publication License |
| Author(s): | Hayden Klok, Yoni Nazarathy |
Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233
Others Computer science, Data recovery Tutorials
Others related eBooks about Statistics with Julia
Think ComplexityDownload free course Think Complexity, pdf file on 228 pages by Allen Downey....
Think StatsDownload free course Think Stats, pdf file on 264 pages by Allen Downey....
Bash Notes for ProfessionalsDownload free course Bash Notes for Professionals, pdf file on 204 pages by by Stack Overflow Community....
Programming Languages: Application and InterpretationThis book unites two approaches to teaching programming languages, one based on a survey of languages and the other on writing definitional interpreters. It has been used as a textbook at over fifteen institutions worldwide, and is referenced by non-academic users on the Web. The book is updated a...
97 Things Every Project Manager Should Know: Collective Wisdom from the ExpertsIf the projects you manage don't go as smoothly as you'd like, 97 Things Every Project Manager Should Know offers knowledge that's priceless, gained through years of trial and error. This illuminating book contains 97 short and extremely practical tips - whether you're dealing with software or non...
Free Range VHDL: The No-frills Guide to Writing Powerful Code for Your Digital ImplementationsThis book is a fundamental guide to develop the skills necessary to write powerful VHDL code. The approach taken by this book is to provide only what you need to know to get up and running quickly in VHDL....
Coding with Minecraft: Learn to Code by Programming Robots in Minecraft!A hands-on introduction to coding that teaches you how to program bots to do cool things in the game you love - Minecraft! This book takes the robotic "turtle" method, and extends it to the 3D, interactive world of Minecraft....
Learning Minecraft BukkitDownload free course Learning Minecraft Bukkit, pdf file on 60 pages by Stack Overflow Community....
Signal ComputingDownload free course Signal Computing, pdf file on 207 pages by Michael Stiber, Bilin Zhang Stiber, Eric C. Larson....
MATLAB tutorial for professionalsDownload free MATLAB tutorial course in PDF, training file in 33 chapters and 182 pages. Free unaffiliated ebook created from Stack OverFlow contributor....