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Julia Programming Language - From Zero to Expert
Julia Programming Language - From Zero to Expert

Julia Programming Language - From Zero to Expert: Learn the Next Gen Language for Data Science, Machine Learning, and Numerical Computing

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Profile Icon Mohammad Nauman
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₱4643.99
Video Sep 2021 3hrs 31mins 1st Edition
Video
₱4643.99
Subscription
Free Trial
Arrow left icon
Profile Icon Mohammad Nauman
Arrow right icon
₱4643.99
Video Sep 2021 3hrs 31mins 1st Edition
Video
₱4643.99
Subscription
Free Trial
Video
₱4643.99
Subscription
Free Trial

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Key benefits

  • Learn the syntax of Julia and its differences from Python
  • Learn machine learning models, both traditional and deep
  • Explore data science case studies, including analysis and clustering

Description

The objective of this course is to give you a strong foundation needed to excel in Julia and learn the core of the language as well as the applied side in the shortest amount of time possible. We won’t waste time with the theory of why Julia is fast. We will jump right into the details and start coding. You will quickly realize how easy it is to learn this state-of-the-art and promising language. You will see how you can start using Julia to excel in your current job without moving the whole stack to Julia immediately. After explaining the basic concepts, we jump to case studies in data science and then machine learning. We apply both traditional machine learning models and then get to deep learning. You will see how Julia can help you create deep learning models from scratch in just a few lines of code and then move on to the state-of-the-art models without spending too much time. This way, you get to learn the most important concepts in this subject in the shortest amount of time possible without having to deal with the details of the less relevant topics. Once you have developed an intuition of the important stuff, you can then learn the latest and greatest models even on your own! By the end of the course, you will have a strong understanding of Julia programming language fundamentals. The code files are available here: https://github.com/PacktPublishing/Julia-Programming-Language---From-Zero-to-Expert-

Who is this book for?

This course is for all levels of data science and machine learning practitioners aiming to enhance their abilities and skill level in DS and ML. Developers who want to know how to harness the power of big data can also go for this course. A basic understanding of programming is a must. Understanding Python, basic data science (reading CSVs and so on), and basic concepts of deep learning (such as classification) is not necessary but would be helpful.

What you will learn

  • Learn coding in Julia programming language
  • Use DataFrames (equivalent to Pandas) in Julia
  • Create ML models from scratch in a way that helps you make modifications easily
  • Learn data wrangling with Julia
  • Use Julia to perform data manipulation, Apache Arrow, grouping, and analysis
  • Classify using decision trees and random forests

Product Details

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Publication date, Length, Edition, Language, ISBN-13
Publication date : Sep 23, 2021
Length: 3hrs 31mins
Edition : 1st
Language : English
ISBN-13 : 9781803230719
Category :
Languages :
Concepts :
Tools :

What do you get with a video?

Product feature icon Download this video in MP4 format
Product feature icon Access this title in our online reader with advanced features
Product feature icon DRM FREE - Read whenever, wherever and however you want

Product Details

Publication date : Sep 23, 2021
Length: 3hrs 31mins
Edition : 1st
Language : English
ISBN-13 : 9781803230719
Category :
Languages :
Concepts :
Tools :

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Table of Contents

8 Chapters
Introduction and Setting Up Chevron down icon Chevron up icon
Core Language Basics Chevron down icon Chevron up icon
Arrays and Matrices: Native Language Support Chevron down icon Chevron up icon
Functions and Fun Stuff Chevron down icon Chevron up icon
Getting Started with Data Science Chevron down icon Chevron up icon
Case Studies in Data Science Chevron down icon Chevron up icon
Deep Learning - Flux in Julia Chevron down icon Chevron up icon
Parting Words Chevron down icon Chevron up icon
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