Categories
Ebooks
-
Business and economy
- Bitcoin
- Businesswoman
- Coaching
- Controlling
- E-business
- Economy
- Finances
- Stocks and investments
- Personal competence
- Computer in the office
- Communication and negotiation
- Small company
- Marketing
- Motivation
- Multimedia trainings
- Real estate
- Persuasion and NLP
- Taxes
- Social policy
- Guides
- Presentations
- Leadership
- Public Relation
- Reports, analyses
- Secret
- Social Media
- Sales
- Start-up
- Your career
- Management
- Project management
- Human Resources
-
For children
-
For youth
-
Education
-
Encyclopedias, dictionaries
-
E-press
- Architektura i wnętrza
- Biznes i Ekonomia
- Home and garden
- E-business
- Finances
- Personal finance
- Business
- Photography
- Computer science
- HR & Payroll
- Computers, Excel
- Accounts
- Culture and literature
- Scientific and academic
- Environmental protection
- Opinion-forming
- Education
- Taxes
- Travelling
- Psychology
- Religion
- Agriculture
- Book and press market
- Transport and Spedition
- Healthand beauty
-
History
-
Computer science
- Office applications
- Data bases
- Bioinformatics
- IT business
- CAD/CAM
- Digital Lifestyle
- DTP
- Electronics
- Digital photography
- Computer graphics
- Games
- Hacking
- Hardware
- IT w ekonomii
- Scientific software package
- School textbooks
- Computer basics
- Programming
- Mobile programming
- Internet servers
- Computer networks
- Start-up
- Operational systems
- Artificial intelligence
- Technology for children
- Webmastering
-
Other
-
Foreign languages
-
Culture and art
-
School reading books
-
Literature
- Antology
- Ballade
- Biographies and autobiographies
- For adults
- Dramas
- Diaries, memoirs, letters
- Epic, epopee
- Essay
- Fantasy and science fiction
- Feuilletons
- Work of fiction
- Humour and satire
- Other
- Classical
- Crime fiction
- Non-fiction
- Fiction
- Mity i legendy
- Nobelists
- Novellas
- Moral
- Okultyzm i magia
- Short stories
- Memoirs
- Travelling
- Narrative poetry
- Poetry
- Politics
- Popular science
- Novel
- Historical novel
- Prose
- Adventure
- Journalism, publicism
- Reportage novels
- Romans i literatura obyczajowa
- Sensational
- Thriller, Horror
- Interviews and memoirs
-
Natural sciences
-
Social sciences
-
School textbooks
-
Popular science and academic
- Archeology
- Bibliotekoznawstwo
- Cinema studies
- Philology
- Polish philology
- Philosophy
- Finanse i bankowość
- Geography
- Economy
- Trade. World economy
- History and archeology
- History of art and architecture
- Cultural studies
- Linguistics
- Literary studies
- Logistics
- Maths
- Medicine
- Humanities
- Pedagogy
- Educational aids
- Popular science
- Other
- Psychology
- Sociology
- Theatre studies
- Theology
- Economic theories and teachings
- Transport i spedycja
- Physical education
- Zarządzanie i marketing
-
Guides
-
Game guides
-
Professional and specialist guides
-
Law
- Health and Safety
- History
- Road Code. Driving license
- Law studies
- Healthcare
- General. Compendium of knowledge
- Academic textbooks
- Other
- Construction and local law
- Civil law
- Financial law
- Economic law
- Economic and trade law
- Criminal law
- Criminal law. Criminal offenses. Criminology
- International law
- International law
- Health care law
- Educational law
- Tax law
- Labor and social security law
- Public, constitutional and administrative law
- Family and Guardianship Code
- agricultural law
- Social law, labour law
- European Union law
- Industry
- Agricultural and environmental
- Dictionaries and encyclopedia
- Public procurement
- Management
-
Tourist guides and travel
- Africa
- Albums
- Southern America
- North and Central America
- Australia, New Zealand, Oceania
- Austria
- Asia
- Balkans
- Middle East
- Bulgary
- China
- Croatia
- The Czech Republic
- Denmark
- Egipt
- Estonia
- Europe
- France
- Mountains
- Greece
- Spain
- Holand
- Iceland
- Lithuania
- Latvia
- Mapy, Plany miast, Atlasy
- Mini travel guides
- Germany
- Norway
- Active travelling
- Poland
- Portugal
- Other
- Russia
- Romania
- Slovakia
- Slovenia
- Switzerland
- Sweden
- World
- Turkey
- Ukraine
- Hungary
- Great Britain
- Italy
-
Psychology
- Philosophy of life
- Kompetencje psychospołeczne
- Interpersonal communication
- Mindfulness
- General
- Persuasion and NLP
- Academic psychology
- Psychology of soul and mind
- Work psychology
- Relacje i związki
- Parenting and children psychology
- Problem solving
- Intellectual growth
- Secret
- Sexapeal
- Seduction
- Appearance and image
- Philosophy of life
-
Religion
-
Sport, fitness, diets
-
Technology and mechanics
Audiobooks
-
Business and economy
- Bitcoin
- Businesswoman
- Coaching
- Controlling
- E-business
- Economy
- Finances
- Stocks and investments
- Personal competence
- Communication and negotiation
- Small company
- Marketing
- Motivation
- Real estate
- Persuasion and NLP
- Taxes
- Guides
- Presentations
- Leadership
- Public Relation
- Secret
- Social Media
- Sales
- Start-up
- Your career
- Management
- Project management
- Human Resources
-
For children
-
For youth
-
Education
-
Encyclopedias, dictionaries
-
History
-
Computer science
-
Other
-
Foreign languages
-
Culture and art
-
School reading books
-
Literature
- Antology
- Ballade
- Biographies and autobiographies
- For adults
- Dramas
- Diaries, memoirs, letters
- Epic, epopee
- Essay
- Fantasy and science fiction
- Feuilletons
- Work of fiction
- Humour and satire
- Other
- Classical
- Crime fiction
- Non-fiction
- Fiction
- Mity i legendy
- Nobelists
- Novellas
- Moral
- Okultyzm i magia
- Short stories
- Memoirs
- Travelling
- Poetry
- Politics
- Popular science
- Novel
- Historical novel
- Prose
- Adventure
- Journalism, publicism
- Reportage novels
- Romans i literatura obyczajowa
- Sensational
- Thriller, Horror
- Interviews and memoirs
-
Natural sciences
-
Social sciences
-
Popular science and academic
-
Guides
-
Professional and specialist guides
-
Law
-
Tourist guides and travel
-
Psychology
- Philosophy of life
- Interpersonal communication
- Mindfulness
- General
- Persuasion and NLP
- Academic psychology
- Psychology of soul and mind
- Work psychology
- Relacje i związki
- Parenting and children psychology
- Problem solving
- Intellectual growth
- Secret
- Sexapeal
- Seduction
- Appearance and image
- Philosophy of life
-
Religion
-
Sport, fitness, diets
-
Technology and mechanics
Videocourses
-
Data bases
-
Big Data
-
Biznes, ekonomia i marketing
-
Cybersecurity
-
Data Science
-
DevOps
-
For children
-
Electronics
-
Graphics/Video/CAX
-
Games
-
Microsoft Office
-
Development tools
-
Programming
-
Personal growth
-
Computer networks
-
Operational systems
-
Software testing
-
Mobile devices
-
UX/UI
-
Web development
-
Management
Podcasts
- Ebooks
- Big data
- Machine learning
- Before Machine Learning Volume 1 - Linear Algebra for A.I. The Fundamental Mathematics for Data Science and Artificial Intelligence
E-book details
Log in, If you're interested in the contents of the item.
Before Machine Learning Volume 1 - Linear Algebra for A.I. The Fundamental Mathematics for Data Science and Artificial Intelligence
Ebook
In this book, you'll embark on a comprehensive journey through the fundamentals of linear algebra, a critical component for any aspiring machine learning expert. Starting with an introductory overview, the course explains why linear algebra is indispensable for machine learning, setting the stage for deeper exploration. You'll then dive into the concepts of vectors and matrices, understanding their definitions, properties, and practical applications in the field.
As you progress, the course takes a closer look at matrix decomposition, breaking down complex matrices into simpler, more manageable forms. This section emphasizes the importance of decomposition techniques in simplifying computations and enhancing data analysis. The final chapter focuses on principal component analysis, a powerful technique for dimensionality reduction that is widely used in machine learning and data science. By the end of the course, you will have a solid grasp of how PCA can be applied to streamline data and improve model performance.
This course is designed to provide technical professionals with a thorough understanding of linear algebra's role in machine learning. By the end, you'll be well-equipped with the knowledge and skills needed to apply linear algebra in practical machine learning scenarios.
As you progress, the course takes a closer look at matrix decomposition, breaking down complex matrices into simpler, more manageable forms. This section emphasizes the importance of decomposition techniques in simplifying computations and enhancing data analysis. The final chapter focuses on principal component analysis, a powerful technique for dimensionality reduction that is widely used in machine learning and data science. By the end of the course, you will have a solid grasp of how PCA can be applied to streamline data and improve model performance.
This course is designed to provide technical professionals with a thorough understanding of linear algebra's role in machine learning. By the end, you'll be well-equipped with the knowledge and skills needed to apply linear algebra in practical machine learning scenarios.
- 1. We Start Here.
- 2. Why Linear Algebra?
- 3. What Is a Vector?
- 4. But What About a Matrix?
- 5. Break Them Down – Matrix Decomposition.
- 6. The Final Stretch – Principal Component Analysis.
- Title: Before Machine Learning Volume 1 - Linear Algebra for A.I. The Fundamental Mathematics for Data Science and Artificial Intelligence
- Author: Jorge Brasil
- Original title: Before Machine Learning Volume 1 - Linear Algebra for A.I. The Fundamental Mathematics for Data Science and Artificial Intelligence
- ISBN: 9781836208945, 9781836208945
- Date of issue: 2024-05-24
- Format: Ebook
- Item ID: e_3xqq
- Publisher: Packt Publishing