Join us on a literary world trip!
Add this book to bookshelf
Grey
Write a new comment Default profile 50px
Grey
Subscribe to read the full book or read the first pages for free!
All characters reduced
Data-Centric Machine Learning with Python - The ultimate guide to engineering and deploying high-quality models based on good data - cover

Data-Centric Machine Learning with Python - The ultimate guide to engineering and deploying high-quality models based on good data

Jonas Christensen, Nakul Bajaj, Manmohan Gosada

Publisher: Packt Publishing

  • 0
  • 0
  • 0

Summary

In the rapidly advancing data-driven world where data quality is pivotal to the success of machine learning and artificial intelligence projects, this critically timed guide provides a rare, end-to-end overview of data-centric machine learning (DCML), along with hands-on applications of technical and non-technical approaches to generating deeper and more accurate datasets.
This book will help you understand what data-centric ML/AI is and how it can help you to realize the potential of ‘small data’. Delving into the building blocks of data-centric ML/AI, you’ll explore the human aspects of data labeling, tackle ambiguity in labeling, and understand the role of synthetic data. From strategies to improve data collection to techniques for refining and augmenting datasets, you’ll learn everything you need to elevate your data-centric practices. Through applied examples and insights for overcoming challenges, you’ll get a roadmap for implementing data-centric ML/AI in diverse applications in Python.
By the end of this book, you’ll have developed a profound understanding of data-centric ML/AI and the proficiency to seamlessly integrate common data-centric approaches in the model development lifecycle to unlock the full potential of your machine learning projects by prioritizing data quality and reliability.
Available since: 02/29/2024.
Print length: 378 pages.

Other books that might interest you

  • How Charts Lie - Getting Smarter about Visual Information - cover

    How Charts Lie - Getting Smarter...

    Alberto Cairo

    • 0
    • 0
    • 0
    We've all heard that a picture is worth a thousand words, but what if we don't understand what we're looking at? Social media has made charts, infographics, and diagrams ubiquitous—and easier to share than ever. We associate charts with science and reason; the flashy visuals are both appealing and persuasive. Pie charts, maps, bar and line graphs, and scatter plots (to name a few) can better inform us, revealing patterns and trends hidden behind the numbers we encounter in our lives. In short, good charts make us smarter—if we know how to read them. 
    However, they can also lead us astray. Charts lie in a variety of ways—displaying incomplete or inaccurate data, suggesting misleading patterns, and concealing uncertainty—or are frequently misunderstood, such as the confusing cone of uncertainty maps shown on TV every hurricane season. To make matters worse, many of us are ill-equipped to interpret the visuals that politicians, journalists, advertisers, and even our employers present each day, enabling bad actors to easily manipulate them to promote their own agendas. 
    In How Charts Lie, data visualization expert Alberto Cairo teaches us to not only spot the lies in deceptive visuals, but also to take advantage of good ones to understand complex stories.
    Show book
  • Cork Wars - Intrigue and Industry in World War II - cover

    Cork Wars - Intrigue and...

    David A. Taylor

    • 0
    • 0
    • 0
    “This well-researched, well-told story takes readers into a world of espionage, industrial ingenuity, and American resilience . . . a compelling history.” —Robert Whitaker, author of Anatomy of an Epidemic 
     
    Silver Medal Winner of the Independent Publisher Book Award for History (World) 
     
    In 1940, with German U-boats blockading all commerce across the Atlantic Ocean, a fireball at the Crown Cork and Seal factory lit the sky over Baltimore. Rumors of Nazi sabotage led to an FBI investigation and pulled an entire industry into the machinery of national security as America stood on the brink of war. 
     
    In Cork Wars, David A. Taylor traces this fascinating story through the lives of three men and their families: Charles McManus, who ran Crown Cork and Seal, a company that manufactured everything from bottle caps to oil-tight gaskets for fighter planes; Frank DiCara, who watched the fire blazed at the factory and got a job at Crown just a few years later; and Melchor Marsa, who managed Crown Cork and Seal’s plants in Spain and Portugal—and was perfectly placed to be recruited as a spy. 
     
    Drawing on in-depth interviews with surviving family members, personal collections, and recently declassified government records, Taylor weaves this by turns beautiful, dark, and outrageous narrative with the drama of a thriller. From the factory floor to the corner office, Cork Wars reflects shifts in our ideas of modernity, the environment, and the materials and norms of American life. World War II buffs—and anyone interested in a good yarn—will be gripped by this bold and frightening tale of a forgotten episode of American history. 
     
    “An absorbing and illuminating read.” —Maury Klein, author of A Call to Arms
    Show book
  • Foraging For Beginners - Identifying Fruits Nuts and Seeds in North America - cover

    Foraging For Beginners -...

    Mona Greeny

    • 0
    • 0
    • 0
    Are you looking for a recreational activity that rewards you with delicious food? Food that you don't even have to pay for? Well, look no further as foraging has become the latest trend food, and outdoor enthusiasts are following along. This book is the ultimate guide to help readers understand the history of foraging and how it fits into modern society today. More importantly, if you're looking to embark on a journey to become a forager yourself, look no further.  
    You will find everything you need including… Rules and regulations for foraging guidelinesList of tools and gadgets requiredMost common fruits, nuts and seeds you can find in North America with identifying picturesCommon lookalikes plants that can fool youHow to identify, extract and transport seeds, nuts and fruits 
    So, grab a backpack, put on your comfy shoes, and take a stroll into the woods to explore what nature has to add to your plate. Click the Buy Now button to get started on this exciting journey!
    Show book
  • Overdosed America - The Broken Promise of American Medicine - cover

    Overdosed America - The Broken...

    John Abramson

    • 0
    • 0
    • 0
    “Overdosed America reveals the greed and corruption that drive health care costs skyward and now threaten the public health. Before you see a doctor, you should read this book.” —Eric Schlosser, author of Fast Food NationUsing the examples of Vioxx, Celebrex, cholesterol-lowering statin drugs, and anti-depressants, Overdosed America shows that at the heart of the current crisis in American medicine lies the commercialization of medical knowledge itselfFor twenty years, John Abramson, M.D., cared for patients of all ages in a small town north of Boston. But increasingly his role as family doctor was undermined as pressure mounted to use the latest drugs and high-tech solutions for nearly every problem. Drawing on his background in statistics and health policy research, he began to investigate the radical changes that were quietly taking place in American medicine.At the heart of the crisis, he found, lies the changed purpose of medical knowledge—from seeking to optimize health to searching for the greatest profits. The lack of transparency that has become normal in commercially sponsored medical research now taints the scientific evidence published in even our most prestigious medical journals. And unlike the recent scandals in other industries that robbed Americans of money and jobs, this one is undermining our health.Commercial distortion pervades the information that doctors rely upon to guide the prevention and treatment of common health problems, from heart disease to stroke, osteoporosis, diabetes, and osteoarthritis. The good news, as Dr. Abramson explains, is that the real scientific evidence shows that many of the things that you can do to protect and preserve your own health are far more effective than what the drug companies' top-selling products can do for you—which is why the drug companies work so hard to keep this information under wraps.In what is sure to be one of the most important and eye-opening books you or your doctor will ever read, John Abramson offers conclusive evidence that American medicine has broken its promise to best improve our health and is squandering more than $500 billion each year in the process.
    Show book
  • How to Save the World For Free - cover

    How to Save the World For Free

    Natalie Fee

    • 0
    • 0
    • 0
    Are you worried about the effects of climate change on our environment? Want to help but don't know where to start? Environmental activist Natalie Fee's new handbook to green living will help you to make small lifestyle changes which will make a big difference to our planet.We know that a better world is possible. One where we all get to breathe clean air, marvel at the abundance of wildlife and enjoy life without worrying if it's about to self–destruct. But how do we get there? And can it really be . . . easy? And fun? And free?How to Save the World for Free will galvanize you to think and live differently, covering all key areas of our lives, from food and travel to politics and sex. You will feel better, live better and ultimately breathe better in the knowledge that every small change contributes towards saving our world.Unlike other guides to green living, How to Save the World For Free also addresses the big barriers to change, including broken political systems, capitalism, and consumerism—and gives us practical and engaging ways to disrupt them.Whether you are already taking actions to lessen your footprint or just getting started, this book has ideas to help everyone further their impact.
    Show book
  • Conquistadors of the Useless - From the Alps to Annapurna - cover

    Conquistadors of the Useless -...

    Lionel Terray

    • 0
    • 0
    • 0
    'I have given my whole life to the mountains. Born at the foot of the Alps, I have been a ski champion, a professional guide, an amateur of the greatest climbs in the Alps and a member of eight expeditions to the Andes and the Himalayas. If the word has any meaning at all, I am a mountaineer.' So Terray begins Conquistadors of the Useless- not with arrogance, but with typical commitment. One of the most colourful characters of the mountaineering world, his writing is true to his uncompromising and jubilant love for the mountains. Terray was one of the greatest alpinists of his time, and his autobiography is one of the finest and most important mountaineering books ever written. Climbing with legends Gaston Rébuffat, Maurice Herzog and Louis Lachenal, Terray made first ascents in the Alps, Alaska, the Andes, and the Himalaya. He was at the centre of global mountaineering at a time when Europe was emerging from the shadow of World War II, and he came out a hero. Conquistadors tells of his war-time escapades, of life as an Alpine mountain guide, and of his climbs - including the second ascent of the Eiger North Face and his involvement in the first ever ascent of an 8,000-metre peak, Annapurna. His tales capture the energy of French post-war optimism, a time when France needed to re-assert herself and when climbing triumphs were more valued than at any other time in history. Terray's death, in the Vercors, robbed mountaineering of one of its most passionate and far-sighted figures. His energy, so obvious in Conquistadors of the Useless, will inspire for generations to come. A mountaineering classic.
    Show book