Junte-se a nós em uma viagem ao mundo dos livros!
Adicionar este livro à prateleira
Grey
Deixe um novo comentário Default profile 50px
Grey
Assine para ler o livro completo ou leia as primeiras páginas de graça!
All characters reduced
Interpretable Machine Learning with Python - Build explainable fair and robust high-performance models with hands-on real-world examples - cover
LER

Interpretable Machine Learning with Python - Build explainable fair and robust high-performance models with hands-on real-world examples

Masís Serg

Editora: Packt Publishing

  • 0
  • 0
  • 0

Sinopse

Interpretable Machine Learning with Python, Second Edition, brings to light the key concepts of interpreting machine learning models by analyzing real-world data, providing you with a wide range of skills and tools to decipher the results of even the most complex models.

Build your interpretability toolkit with several use cases, from flight delay prediction to waste classification to COMPAS risk assessment scores. This book is full of useful techniques, introducing them to the right use case. Learn traditional methods, such as feature importance and partial dependence plots to integrated gradients for NLP interpretations and gradient-based attribution methods, such as saliency maps.

In addition to the step-by-step code, you’ll get hands-on with tuning models and training data for interpretability by reducing complexity, mitigating bias, placing guardrails, and enhancing reliability.

By the end of the book, you’ll be confident in tackling interpretability challenges with black-box models using tabular, language, image, and time series data.
Disponível desde: 31/10/2023.
Comprimento de impressão: 606 páginas.

Outros livros que poderiam interessá-lo

  • Inevitable - Inside the Messy Unstoppable Transition to Electric Vehicles - cover

    Inevitable - Inside the Messy...

    Mike Colias

    • 0
    • 0
    • 0
    The question is no longer if electric vehicles will happen, or even when they'll happen, but how. Veteran automotive reporter Mike Colias takes you inside the transformation in this thoroughly reported profile of the hard pivot in the car business, a $2 trillion industry undergoing the biggest change in its 120-year history—a change that is already sending ripples across the entire global economy. 
     
     
     
    Colias documents the inevitable shift from pistons to electrons from every angle, taking you inside the boardrooms where executives battle over their EV strategies to take on Tesla and, more recently, emerging Chinese powerhouses such as BYD. He brings you to family-run car dealerships deciding if they'll sell EVs—or sell their businesses. He follows entrepreneurs along lonely stretches of road that will soon need charging stations. He talks to power-train engineers whose skills were once the beating heart of the automotive industry but who now find themselves being replaced by coders. 
     
     
     
    Inevitable is a deeply enjoyable and smart book that uses masterful storytelling to capture the expanse and dynamism of the transition to electric vehicles in profound detail, bringing to life its seismic effects on everything and everyone.
    Ver livro
  • Subjected to Science - Human Experimentation in America before the Second World War - cover

    Subjected to Science - Human...

    Susan E. Lederer

    • 0
    • 0
    • 0
    The first full-length history of biomedical research with human subjects in the period "before Tuskegee"—from 1890 to 1940 
     
     
     
    Long before the U.S. government began conducting secret radiation and germ-warfare experiments, and long before the Tuskegee syphilis experiments, medical professionals had introduced—and hotly debated the ethics of—the use of human subjects in medical experiments. In Subjected to Science, Susan Lederer provides the first full-length history of biomedical research with human subjects in the earlier period, from 1890 to 1940. 
     
     
     
    Lederer offers detailed accounts of experiments—benign and otherwise—conducted on both healthy and unhealthy men, women, and children, including the yellow fever experiments (which ultimately became the subject of a Broadway play and Hollywood film), Udo Wile's "dental drill" experiments on insane patients, and Hideyo Noguchi's syphilis experiments, which involved injecting a number of healthy children and adults with the syphilis germ, luetin.
    Ver livro
  • Strange Mysteries Of The Universe - Exploring Cosmic Secrets From Black Holes To The Edge Of Reality - cover

    Strange Mysteries Of The...

    Deep Space Narratives

    • 0
    • 0
    • 0
    The universe is vast, silent, and filled with mysteries that continue to challenge everything we think we know.
     
    Strange Mysteries Of The Universe takes you on a fascinating journey through the most intriguing and unexplained phenomena of the cosmos—from the invisible matter holding galaxies together to the powerful gravity of black holes that bend space and time itself.
     
    This audiobook explores deep cosmic questions: What lies beyond the observable universe? Are parallel universes real? How do neutron stars survive in extreme conditions? And what does the future of the universe look like?
     
    Each chapter uncovers a different layer of the unknown, blending science with curiosity, making complex ideas easy to understand and deeply engaging. Whether you are interested in space, physics, or the mysteries of existence, this audiobook expands your perspective and invites you to think beyond the limits of Earth.
     
    Perfect for curious minds, science enthusiasts, and anyone who wonders what lies beyond the stars.
    Ver livro
  • Sleep Yourself Smart And Wakeup Wiser (Space Edition) - cover

    Sleep Yourself Smart And Wakeup...

    Byron Caldwell

    • 0
    • 0
    • 0
    Absorb complex astrophysics and cosmic history through a soothing narrative designed for deep sleep learning.
     
    Transform your nightly wind-down routine into an intellectual voyage across the universe. As the mind enters its most receptive state during the quiet hours, this immersive experience bridges the gap between rigorous scientific education and a bedside lullaby. It allows you to relax into the mysteries of gravity and light without the strain of daytime study.
     
    From the fragile silver arc of the International Space Station to the violent density of neutron stars, the journey creates a coherent arc from low Earth orbit to the edge of creation. Discover the silence of rogue planets and the speculative physics of white holes while a warm, poetic voice guides you toward rest.
     
    What you will discover in the dark:
    
    Navigate the path of the Voyager spacecraft into interstellar voids.
    Understand the quantum mechanics behind black holes and stellar nurseries.
    Visualize long-lived red dwarf stars and icy ocean worlds.
    Trace the Big Bang through the faint afterglow of the cosmic microwave background.
    
     
    Let the gentle whisper of background radiation and the slow formation of galaxies lull you into a smarter slumber. Wake up with a deeper understanding of how the cosmos was built, having spent your night drifting among the stars.
    Ver livro
  • Dropshipping Shopify Success -Create a Profitable Side Hustle Income with Ecommerce - cover

    Dropshipping Shopify Success...

    Elisabeth Evers, Vernon Hands

    • 0
    • 0
    • 0
    As you begin to accrue wealth, having multiple revenue streams becomes increasingly vital. 
    Of course, you can set aside a certain percentage of your monthly salary to invest or save up for a rainy day. But given the current rising inflation rate, many of us find it harder to do so now than ever before. 
    That is, unless you are able to set up various income sources. Thankfully, with rapid technological advancement in recent years, we can now more easily accomplish that. 
    In my book, Dropshipping Shopify Success: Create a Profitable Side Hustle Income With Ecommerce, I will teach you exactly how to earn money and build a nest egg. 
    Dropshipping is quick and easy to set up, and the best part is that you can do it from the comfort of your own home, be it from your home office or even your couch. 
    Moreover, it doesn't require you to maintain a physical shop or handle stock, which makes the setup cost only a fraction of what you might expect. 
    Within its pages, I will explain the concept in much greater detail, breaking down complicated business jargon and providing you with a step-by-step guide on how to start and run your own e-commerce venture from home, where you can make a profit of $2,000 and up per month. 
    It's time to expand your horizons and create a passive income stream that will help you diversify your investments, grow your savings, and acquire things that were previously beyond your reach! 
    Grab your copy of Dropshipping Shopify Success: Create a Profitable Side Hustle Income With Ecommerce today!
    Ver livro
  • The Physics of NASCAR - The Science Behind the Speed - cover

    The Physics of NASCAR - The...

    Diandra Leslie-Pelecky, Ray...

    • 0
    • 0
    • 0
    Every NASCAR fan—at one time or another—asks the same question: Why isn't my favorite driver winning? This is your chance to discover how much more there is to NASCAR than "Go fast, turn left, and don't crash." If you've ever wondered why race cars don't have mufflers, how "bump drafting" works, or what in the world "Let's go up a pound on the right rear and add half a round of wedge" means, The Physics of NASCAR is for you. 
     
     
     
    In this fast-paced investigation into the adrenaline-pumping world of NASCAR, a physicist with a passion uncovers what happens when the rubber hits the road and 800-horsepower vehicles compete at 190 miles per hour only inches from one another. 
     
     
     
    Diandra Leslie-Pelecky tells her story in terms anyone who drives a car—and maybe occasionally looks under the hood—can understand. How do drivers walk away from serious crashes? How can two cars travel faster together than either car can on its own? How do you dress for a 1800°F gasoline fire? In simple yet detailed, high-octane prose, this is the ultimate thrill ride for armchair speed demons, auto science buffs, and NASCAR fans at every level of interest. 
     
     
     
    Listeners, start your engines.
    Ver livro