Data Labeling in Machine Learning with Python - Explore modern ways to prepare labeled data for training and fine-tuning ML and generative AI models

Vijaya Kumar Suda

Summary

Data labeling is the invisible hand that guides the power of artificial intelligence and machine learning. In today’s data-driven world, mastering data labeling is not just an advantage, it’s a necessity. Data Labeling in Machine Learning with Python empowers you to unearth value from raw data, create intelligent systems, and influence the course of technological evolution.With this book, you'll discover the art of employing summary statistics, weak supervision, programmatic rules, and heuristics to assign labels to unlabeled training data programmatically. As you progress, you'll be able to enhance your datasets by mastering the intricacies of semi-supervised learning and data augmentation. Venturing further into the data landscape, you'll immerse yourself in the annotation of image, video, and audio data, harnessing the power of Python libraries such as seaborn, matplotlib, cv2, librosa, openai, and langchain. With hands-on guidance and practical examples, you'll gain proficiency in annotating diverse data types effectively.By the end of this book, you’ll have the practical expertise to programmatically label diverse data types and enhance datasets, unlocking the full potential of your data.

Available since: 01/31/2024.

Print length: 398 pages.

Science & Technology

Other books that might interest you

Binary Brilliance: Mastering...

Emma Carter

The book "Binary Brilliance: Mastering Options Trading Simplified" is a must-have resource for anyone considering a career in options trading. This extensive book, written with novices in mind, demystifies the complexities of options trading and gives readers a simple, step-by-step method for comprehending and grasping the principles. Everything from fundamental ideas and vocabulary to sophisticated tactics and risk management approaches is covered in the book.
Readers will learn the skills of assessing market circumstances, creating a solid trading strategy, and placing trades with assurance. Comprehensive elucidations of diverse options tactics, including calls, puts, spreads, and straddles, are furnished, accompanied by pragmatic illustrations and actual situations to demonstrate their utilization. The significance of risk management is emphasized, as is the application of instruments like take-profit and stop-loss levels to safeguard cash and enhance trading results.
In addition, the book delves into the psychological aspects of trading, assisting readers in cultivating the self-control and mental fortitude required to thrive in the erratic financial markets. Through its insights into performance evaluation, market analysis, and constant improvement, "Binary Brilliance" gives readers the knowledge and abilities they need to successfully navigate the world of options trading and secure long-term financial success. This guide provides insightful analysis and practical tactics to improve your trading career, regardless of your experience level.

Show book

Truth and Fantasy

Joram Piatigorsky

The 67 essays in Truth and Fantasy explore diverse themes from different perspectives based on the author's and narrator's experiences. The essays are neither comprehensive nor meant to argue forcefully for any single viewpoint. Rather, they are meant to stimulate and inspire additional thoughts and ideas. Beginning essays include musings on random thoughts on the power of silence and neutral and indifference. Subsequent essays emerge from a lifelong career in biology research and touch on whether the ability to evolve is an evolutionary trait. Other essays argue that the nature of intelligence and aesthetics can be traced throughout the animal kingdom, including even so-called "mindless" invertebrates. Challenging subjects are covered in essays about the foundations and meaning of creativity, considering even the role of boredom and imperfections as sources of creativity. Other essays deal with ambition and the relative significance of the buried streams of time between the specific, visible, highlighted episodes in life. The essays include reflections relating competitive tennis to general issues of life, express gratitude for 50 years of marriage, the miracle of having children and grandchildren, the positive nature of kindness, the despondence of losing a treasured wedding ring, and relief when it's found; art: how it's valued, the significance of authenticity, the importance of ambiguity, and the experiences of amassing a world-class collection of Inuit sculptures. Essays describe uplifting experiences and broadening horizons by traveling to exotic places – Israel, Iceland, Greenland, Portugal, and West Africa – and the nostalgia of returning after 40 years to the science laboratories in Puget Sound as a writer instead of a science student. Finally, essays maintain that aging need not dampen ambition and creative efforts but do not ignore the inevitability of death and its value in defining the marvel and privilege of life.

Show book

Biotechnology and Bioinformatics...

Daniel Garfield

"Biotechnology and Bioinformatics: Fundamentals and Applications" is a comprehensive guide to the cutting-edge technologies and practices that are driving modern science. This book covers the basics of biotechnology and bioinformatics, including their definitions, histories, and applications in various fields.
Readers will gain an understanding of the fundamental techniques used in biotechnology, such as genetic engineering, gene editing, PCR, DNA sequencing, and microarray technology. The book also explores the applications of biotechnology in agriculture, biomedical science, industrial biotechnology, and environmental biotechnology.
Bioinformatics is introduced as an essential component of modern biology, and readers will learn about genomics, proteomics, transcriptomics, metabolomics, and systems biology. This book provides an overview of the various tools and techniques used in bioinformatics, including database management systems, sequence alignment algorithms, statistical analysis tools, and visualization tools.
The applications of bioinformatics are explored in depth, including drug discovery, personalized medicine, biomedical research, agriculture, and environmental science. The book also delves into the ethical and social implications of biotechnology and bioinformatics, and the regulation and governance of these technologies.
Finally, readers will gain insight into the future of biotechnology and bioinformatics, including the challenges and obstacles that must be overcome to realize the full potential of these technologies. This book is an essential resource for students, researchers, and professionals in the fields of biology, biotechnology, bioinformatics, and related disciplines, as well as anyone interested in the fascinating world of modern science.

Show book

Penetration Testing Threat...

Virversity Online Courses

Penetration testing is a vital skill in today's cybersecurity landscape, offering immense value in safeguarding digital assets. This course provides a comprehensive introduction to penetration testing, equipping students with the knowledge and skills to identify and address security vulnerabilities effectively.Master The Fundamentals Of Penetration Testing - Understand core concepts and methodologies. - Learn to identify and exploit security vulnerabilities. - Gain hands-on experience with industry-standard tools. - Enhance your cybersecurity skills. - Prepare for a career in cybersecurity or advance your current role.Course Overview: This course offers an in-depth introduction to essential penetration testing concepts. Students will explore methodologies used in the field, providing a solid foundation for further specialization. Participants will learn to identify and exploit vulnerabilities within various systems, preparing them for real-world applications.A key benefit of this course is the hands-on experience with industry-standard tools crucial for performing effective penetration tests. By simulating cyber attacks, students gain insight into potential threats and learn how to counteract them.The course enhances existing cybersecurity skills, ideal for those entering the field or looking to advance. The knowledge gained aids in both identifying vulnerabilities and implementing robust security measures to protect digital assets.Upon completion, students will transform their understanding of cybersecurity and be better equipped to handle modern digital security challenges. This expertise empowers them to contribute effectively to any organization's cybersecurity efforts, ensuring digital assets remain secure against evolving threats.

Show book

City Sleep Sounds - City Rain &...

Sleeptime Publications

Find Comfort in the Sounds of a Rainy City Night. 
Do you sleep better with the hum of a city in the background? The soothing combination of gentle rain, distant traffic, and the subtle echoes of city life creates a relaxing soundscape that helps you unwind and drift into deep sleep.Let the Rhythms of the City Soothe Your Mind. 
Research in Scientific Reports confirms that rain sounds reduce stress and enhance sleep quality, while low-level urban ambience can create a sense of comfort and familiarity, making it easier to relax.Simply Press Play and Immerse Yourself in the Nighttime Cityscape. 
With this audiobook, you’ll experience: 
✅ Midnight Urban Rain – Soft rainfall over quiet city streets 
✅ City Nocturne in the Rain – A peaceful, late-night city ambiance 
✅ Rainy City That Never Sleeps – Distant traffic blended with rhythmic rain 
✅ Echoes of City Life – Subtle urban sounds that create a cozy atmosphereThe Perfect Blend of Rain and Urban Ambience for Restful Sleep. 
Let the gentle rain and muted hum of the city guide you into relaxation. Press play now and drift off to the comforting sounds of a rainy night in the city.

Show book

Opticks

Sir Isaac Newton

The famous physicist Sir Isaac Newton lectured on optics from 1670 - 1672. He worked on refraction of light into colored beams using prisms and discovered chromatic aberration. He also postulated the corpuscular form of light and an ether to transmit forces between the corpuscles. His "Opticks", first published 1704 contains his postulates about the topic. This is the fourth edition in English, from 1730, which Newton himself had corrected from the third edition before his death. (Summary by Availle)

Show book