Search icon CANCEL
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Conferences
Free Learning
Arrow right icon
Math 0-1 - Matrix Calculus in Data Science and Machine Learning
Math 0-1 - Matrix Calculus in Data Science and Machine Learning

Math 0-1 - Matrix Calculus in Data Science and Machine Learning: Essential Guide to AI and Deep Learning for Python Coders

Arrow left icon
Profile Icon Lazy Programmer
Arrow right icon
$109.99
Full star icon Full star icon Full star icon Full star icon Full star icon 5 (1 Ratings)
Video Jan 2024 6hrs 16mins 1st Edition
Video
$109.99
Subscription
Free Trial
Renews at $19.99p/m
Arrow left icon
Profile Icon Lazy Programmer
Arrow right icon
$109.99
Full star icon Full star icon Full star icon Full star icon Full star icon 5 (1 Ratings)
Video Jan 2024 6hrs 16mins 1st Edition
Video
$109.99
Subscription
Free Trial
Renews at $19.99p/m
Video
$109.99
Subscription
Free Trial
Renews at $19.99p/m

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

Key benefits

  • Comprehensive coverage of matrix calculus and its applications in machine learning.
  • Detailed guidance on setting up a learning environment with essential tools and libraries.
  • Tailored learning strategies to suit both beginners and advanced learners in the field.

Description

This course starts with an introduction to the key concepts and outlines the roadmap to success in the field. You'll begin by understanding the foundational elements of matrix and vector derivatives, exploring topics like linear and quadratic forms, chain rules in matrix form, and the derivative of determinants. Each concept is reinforced with exercises, ranging from quadratic challenges to least squares and Gaussian methods. The course progresses into optimization techniques essential in data science and machine learning. Delve into multi-dimensional second derivative tests, gradient descent in one and multiple dimensions, and Newton's method, including practical exercises in Newton's Method for least squares. An additional focus is set on setting up your environment, where you'll learn to establish an Anaconda environment and install crucial tools like Numpy, Scipy, and TensorFlow. The course also addresses effective learning strategies, answering pivotal questions like the suitability of YouTube for learning calculus and the recommended order for taking courses in this field. As you journey through the course, you'll transition from foundational concepts to advanced applications, equipping yourself with the skills needed to excel in data science and machine learning.

Who is this book for?

This course suits students and professionals eager to learn the math behind AI, Data Science, and Machine Learning, ideal for deepening knowledge in these advanced technology fields. Learners should have a basic knowledge of linear algebra, calculus, and Python programming to effectively understand matrix calculus. A keen interest and enthusiasm for exploring this intricate subject are also crucial for a fulfilling learning experience.

What you will learn

  • Understand matrix and vector derivatives
  • Master linear and quadratic forms
  • Apply the chain rule in matrix calculus
  • Solve optimization problems using gradient descent and Newton's method
  • Set up the Anaconda environment for machine learning
  • Install and use key libraries like Numpy and TensorFlow
  • Develop effective strategies for learning calculus in data science

Product Details

Country selected
Publication date, Length, Edition, Language, ISBN-13
Publication date : Jan 19, 2024
Length: 6hrs 16mins
Edition : 1st
Language : English
ISBN-13 : 9781835886649
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 : Jan 19, 2024
Length: 6hrs 16mins
Edition : 1st
Language : English
ISBN-13 : 9781835886649
Category :
Languages :
Concepts :
Tools :

Packt Subscriptions

See our plans and pricing
Modal Close icon
$19.99 billed monthly
Feature tick icon Unlimited access to Packt's library of 7,000+ practical books and videos
Feature tick icon Constantly refreshed with 50+ new titles a month
Feature tick icon Exclusive Early access to books as they're written
Feature tick icon Solve problems while you work with advanced search and reference features
Feature tick icon Offline reading on the mobile app
Feature tick icon Simple pricing, no contract
$199.99 billed annually
Feature tick icon Unlimited access to Packt's library of 7,000+ practical books and videos
Feature tick icon Constantly refreshed with 50+ new titles a month
Feature tick icon Exclusive Early access to books as they're written
Feature tick icon Solve problems while you work with advanced search and reference features
Feature tick icon Offline reading on the mobile app
Feature tick icon Choose a DRM-free eBook or Video every month to keep
Feature tick icon PLUS own as many other DRM-free eBooks or Videos as you like for just $5 each
Feature tick icon Exclusive print discounts
$279.99 billed in 18 months
Feature tick icon Unlimited access to Packt's library of 7,000+ practical books and videos
Feature tick icon Constantly refreshed with 50+ new titles a month
Feature tick icon Exclusive Early access to books as they're written
Feature tick icon Solve problems while you work with advanced search and reference features
Feature tick icon Offline reading on the mobile app
Feature tick icon Choose a DRM-free eBook or Video every month to keep
Feature tick icon PLUS own as many other DRM-free eBooks or Videos as you like for just $5 each
Feature tick icon Exclusive print discounts

Frequently bought together


Stars icon
Total $ 190.97 204.97 14.00 saved
Math 0-1 - Matrix Calculus in Data Science and Machine Learning
$109.99
Unlocking the Secrets of Prompt Engineering
$30.99 $44.99
Observability with Grafana
$49.99
Total $ 190.97 204.97 14.00 saved Stars icon

Table of Contents

6 Chapters
Introduction Chevron down icon Chevron up icon
Matrix and Vector Derivatives Chevron down icon Chevron up icon
Optimization Techniques Chevron down icon Chevron up icon
Setting Up Your Environment (Appendix/FAQ by Student Request) Chevron down icon Chevron up icon
Effective Learning Strategies (Appendix/FAQ by Student Request) Chevron down icon Chevron up icon
Appendix / FAQ Finale Chevron down icon Chevron up icon

Customer reviews

Rating distribution
Full star icon Full star icon Full star icon Full star icon Full star icon 5
(1 Ratings)
5 star 100%
4 star 0%
3 star 0%
2 star 0%
1 star 0%
Ingo Mar 06, 2024
Full star icon Full star icon Full star icon Full star icon Full star icon 5
Very clear deductions, the transformation from math into matrix code is clearly visible, and the connection to programming can be easily followed
Subscriber review Packt
Get free access to Packt library with over 7500+ books and video courses for 7 days!
Start Free Trial

FAQs

How can I download a video package for offline viewing? Chevron down icon Chevron up icon
  1. Login to your account at Packtpub.com.
  2. Click on "My Account" and then click on the "My Videos" tab to access your videos.
  3. Click on the "Download Now" link to start your video download.
How can I extract my video file? Chevron down icon Chevron up icon

All modern operating systems ship with ZIP file extraction built in. If you'd prefer to use a dedicated compression application, we've tested WinRAR / 7-Zip for Windows, Zipeg / iZip / UnRarX for Mac and 7-Zip / PeaZip for Linux. These applications support all extension files.

How can I get help and support around my video package? Chevron down icon Chevron up icon

If your video course doesn't give you what you were expecting, either because of functionality problems or because the content isn't up to scratch, please mail customercare@packt.com with details of the problem. In addition, so that we can best provide the support you need, please include the following information for our support team.

  1. Video
  2. Format watched (HTML, MP4, streaming)
  3. Chapter or section that issue relates to (if relevant)
  4. System being played on
  5. Browser used (if relevant)
  6. Details of support
Why can’t I download my video package? Chevron down icon Chevron up icon

In the even that you are having issues downloading your video package then please follow these instructions:

  1. Disable all your browser plugins and extensions: Some security and download manager extensions can cause issues during the download.
  2. Download the video course using a different browser: We've tested downloads operate correctly in current versions of Chrome, Firefox, Internet Explorer, and Safari.