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Mathematics For Data Science And Machine Learning Using R

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3.9

Mathematics For Data Science And Machine Learning Using R

Learn the fundamental mathematics for Data Science, AI &ML using R

updated on icon Updated on Apr, 2024

language icon Language - English

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category icon Development,Data Science and AI ML,Machine Learning

Lectures -65

Resources -6

Duration -10.5 hours

3.9

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Course Description

Data science has undeniably emerged as one of the most significant fields in the modern world. Everyone needs it, whether they work in banking, healthcare, or business. There is a sharp rise in demand for data science expertise globally.

Taking all of these factors into account, we created this online course that teaches you all of the data science math, including the R programming language. The R programming language was developed specifically for data analysis, superior statistical performance, and graphical representation.

Mathematics For Data Science And Machine Learning Using R Overview

Although there are currently many tutorials on data science, this online course is a unique guide with hand-picked topics centered around data science. It contains some of the key ideas of basic mathematics needed for data research using the R programming language.

You can study a variety of themes with more than 9 hours of video lectures by Timothy Young, a seasoned statistician and data scientist. He makes sure the learners understand every mathematical concept underlying data science simply and effectively.

This course includes -

  1. Introduction- Data Science, Machine Learning & R Programming Language

  2. Linear Algebra- Scalars, Vectors & Matrices

  3. Section Calculus- Function & tangent Lines, Derivatives

  4. Vector Calculus - 

    • Orthogonal Vectors and Linear Independence

    • Eigenvectors and Eigenvalues

    • Vectors Gradient Descent, and so much more!

It is obvious that data science is growing in importance for both developers and industries, which is driving up demand for professionals. If, like many others, you are having trouble understanding all of the mathematical ideas behind data science, now is the perfect moment and this online training is the perfect course for you!

Goals

What will you learn in this course:

  • Study the basic mathematical principles needed for data science and machine learning.

  • Learn how to use R to implement mathematical ideas and gain a solid foundation in linear algebra, calculus, and vector calculus.

  • Knowledge of R programming language

Prerequisites

What are the prerequisites for this course?

  • Basic understanding of statistics and mathematics.
Mathematics For Data Science And Machine Learning Using R

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction
1 Lectures
  • play icon Introduction 01:01 01:01
Overview of R
3 Lectures
Tutorialspoint
Linear Algebra
24 Lectures
Tutorialspoint
Section Calculus
20 Lectures
Tutorialspoint
Tying it All Together Vector Calculus
16 Lectures
Tutorialspoint

Instructor Details

Eduonix Learning Solutions

Eduonix Learning Solutions

Eduonix brings quality skill-building content and world-class learning experience to everyone using both online and offline mediums. Edunix is a premier training and skill development organization that works with a vision to bring exceptional training content, pedagogy, and best learning practices at affordable costs. We identify industry veterans and content creators around the globe and bring them close to the global audience using a number of intuitive platforms for easy and affordable access to quality content. Eduonix offers easy-to-understand online courses and workshops for everyday people. If you have ever wanted to learn a new skill, but don't want to attend four years of college to do it, we have a solution for you.

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