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Home > Data > Artificial Intelligence > Mathematical Foundation for AI and Machine Learning
Mathematical Foundation for AI and Machine Learning
Mathematical Foundation for AI and Machine Learning

Mathematical Foundation for AI and Machine Learning: Learn the core mathematical concepts for machine learning and learn to implement them in R and Python

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AU$14.99 AU$64.99
Full star icon Full star icon Full star icon Full star icon Full star icon 5 (1 Ratings)
Video Jul 2018 4hrs 15mins 1st Edition
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AU$14.99 AU$64.99
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Profile Icon Eduonix Learning Solutions
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AU$14.99 AU$64.99
Full star icon Full star icon Full star icon Full star icon Full star icon 5 (1 Ratings)
Video Jul 2018 4hrs 15mins 1st Edition
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AU$14.99 AU$64.99
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Free Trial
Renews at AU$24.99p/m
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Free Trial
Renews at AU$24.99p/m

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Key benefits

  • - Linear algebra notation is used in machine learning to describe the parameters and structure of different machine learning algorithms.
  • - Multivariate Calculus – This is used to supplement the learning part of machine learning.
  • - Probability Theory – The theories are used to make assumptions about the underlying data when we are designing these deep learning or AI algorithms.

Description

Artificial Intelligence has gained importance in the last decade with a lot depending on the development and integration of AI in our daily lives. The progress that AI has already made is astounding with innovations like self-driving cars, medical diagnosis and even beating humans at strategy games like Go and Chess. The future for AI is extremely promising and it isn’t far from when we have our own robotic companions. This has pushed a lot of developers to start writing codes and start developing for AI and ML programs. However, learning to write algorithms for AI and ML isn’t easy and requires extensive programming and mathematical knowledge. Mathematics plays an important role as it builds the foundation for programming for these two streams. And in this course, we’ve covered exactly that. We designed a complete course to help you master the mathematical foundation required for writing programs and algorithms for AI and ML.

Who is this book for?

Any one who wants to refresh or learn the mathematical tools required for AI and machine learning will find this course very useful

What you will learn

  • - Refresh the mathematical concepts for AI and Machine Learning
  • - Learn to implement algorithms in Python
  • - Understand the how the concepts extend for real-world ML problems

Product Details

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Publication date, Length, Edition, Language, ISBN-13
Publication date : Jul 24, 2018
Length: 4hrs 15mins
Edition : 1st
Language : English
ISBN-13 : 9781789613209
Vendor :
Google
Category :
Data
Languages :
Python
Concepts :
Artificial Intelligence
Tools :
Foundation

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Product Details

Publication date : Jul 24, 2018
Length: 4hrs 15mins
Edition : 1st
Language : English
ISBN-13 : 9781789613209
Vendor :
Google
Category :
Data
Languages :
Python
Concepts :
Artificial Intelligence
Tools :
Foundation

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Mathematical Foundation for AI and Machine Learning
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Mathematical Foundation for AI and Machine Learning
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Table of Contents

5 Chapters
Introduction Chevron down icon Chevron up icon
Introduction
Linear Algebra Chevron down icon Chevron up icon
Scalars, Vectors, Matrices, and Tensors
Vector and Matrix Norms
Vectors, Matrices, and Tensors in Python
Special Matrices and Vectors
Eigenvalues and Eigenvectors
Norms and Eigendecomposition
Multivariate Calculus Chevron down icon Chevron up icon
Introduction to Derivatives
Basics of Integration
Gradients
Gradient Visualization
Optimization
Probability Theory Chevron down icon Chevron up icon
Intro to Probability Theory
Probability Distributions
Expectation, Variance, and Covariance
Graphing Probability Distributions in R
Covariance Matrices in R
Probability Theory Chevron down icon Chevron up icon
Special Random Variables

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About the author

Profile icon Eduonix Learning Solutions
Eduonix Learning Solutions
Eduonix Learning Solutions is a renowned provider of high-quality technology training content. With a seasoned team of industry professionals who have been nurturing talent for over a decade, Eduonix is dedicated to delivering educational experiences that mirror the professional world's real-world applications. Specializing in a wide range of technologies, from web and mobile development to enterprise solutions, database management, and server administration, Eduonix's goal is to equip learners with the necessary skills to excel in the technology sector. Their training material is crafted by experts with a deep understanding of the industry, ensuring learners receive the most relevant and practical knowledge.
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