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
- Popular science and academic
- Maths
- Data Augmentation with Python. Enhance deep learning accuracy with data augmentation methods for image, text, audio, and tabular data
E-book details
Log in, If you're interested in the contents of the item.
Data Augmentation with Python. Enhance deep learning accuracy with data augmentation methods for image, text, audio, and tabular data
Ebook
Data is paramount in AI projects, especially for deep learning and generative AI, as forecasting accuracy relies on input datasets being robust. Acquiring additional data through traditional methods can be challenging, expensive, and impractical, and data augmentation offers an economical option to extend the dataset.
The book teaches you over 20 geometric, photometric, and random erasing augmentation methods using seven real-world datasets for image classification and segmentation. You’ll also review eight image augmentation open source libraries, write object-oriented programming (OOP) wrapper functions in Python Notebooks, view color image augmentation effects, analyze safe levels and biases, as well as explore fun facts and take on fun challenges. As you advance, you’ll discover over 20 character and word techniques for text augmentation using two real-world datasets and excerpts from four classic books. The chapter on advanced text augmentation uses machine learning to extend the text dataset, such as Transformer, Word2vec, BERT, GPT-2, and others. While chapters on audio and tabular data have real-world data, open source libraries, amazing custom plots, and Python Notebook, along with fun facts and challenges.
By the end of this book, you will be proficient in image, text, audio, and tabular data augmentation techniques.
The book teaches you over 20 geometric, photometric, and random erasing augmentation methods using seven real-world datasets for image classification and segmentation. You’ll also review eight image augmentation open source libraries, write object-oriented programming (OOP) wrapper functions in Python Notebooks, view color image augmentation effects, analyze safe levels and biases, as well as explore fun facts and take on fun challenges. As you advance, you’ll discover over 20 character and word techniques for text augmentation using two real-world datasets and excerpts from four classic books. The chapter on advanced text augmentation uses machine learning to extend the text dataset, such as Transformer, Word2vec, BERT, GPT-2, and others. While chapters on audio and tabular data have real-world data, open source libraries, amazing custom plots, and Python Notebook, along with fun facts and challenges.
By the end of this book, you will be proficient in image, text, audio, and tabular data augmentation techniques.
- 0. Product Information Document
- 1. Data Augmentation Made Easy
- 2. Biases in Data Augmentation
- 3. Image Augmentation for Classification
- 4. Image Augmentation for Segmentation
- 5. Text Augmentation
- 6. Text Augmentation with Machine Learning
- 7. Audio Data Augmentation
- 8. Audio Data Augmentation with Spectrogram
- 9. Tabular Data Augmentation
- Title: Data Augmentation with Python. Enhance deep learning accuracy with data augmentation methods for image, text, audio, and tabular data
- Author: Duc Haba
- Original title: Data Augmentation with Python. Enhance deep learning accuracy with data augmentation methods for image, text, audio, and tabular data
- ISBN: 9781803235912, 9781803235912
- Date of issue: 2023-04-28
- Format: Ebook
- Item ID: e_3d42
- Publisher: Packt Publishing