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Programming Machine Learning : From Coding to Deep Learning
You've decided to tackle machine learning - because you're job hunting, embarking on a new project, or just think self-driving cars are cool.But where to start? It's easy to be intimidated, even as a software developer.The good news is that it doesn't have to be that hard.Master machine learning by writing code one line at a time, from simple learning programs all the way to a true deep learning system.Tackle the hard topics by breaking them down so they're easier to understand, and build your confidence by getting your hands dirty.Peel away the obscurities of machine learning, starting from scratch and going all the way to deep learning.Machine learning can be intimidating, with its reliance on math and algorithms that most programmers don't encounter in their regular work.Take a hands-on approach, writing the Python code yourself, without any libraries to obscure what's really going on.Iterate on your design, and add layers of complexity as you go.Build an image recognition application from scratch with supervised learning.Predict the future with linear regression. Dive into gradient descent, a fundamental algorithm that drives most of machine learning.Create perceptrons to classify data. Build neural networks to tackle more complex and sophisticated data sets.Train and refine those networks with backpropagation and batching.Layer the neural networks, eliminate overfitting, and add convolution to transform your neural network into a true deep learning system.Start from the beginning and code your way to machine learning mastery.What You Need: The examples in this book are written in Python, but don't worry if you don't know this language: you'll pick up all the Python you need very quickly.Apart from that, you'll only need your computer, and your code-adept brain.
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Learning, Training, and Development in Organizations
This scholarly book in SIOP’s Organizational Frontier series looks at research on enhancing knowledge acquisition and its application in organizations.It concentrates on training, design and delivery given the changing nature of work and organizations.Now that work is increasingly complex, there is greater emphasis on expertise and cognitive skills.Advances in technology such as computer simulations and web-based training are necessitating a more active role for the learner in the training process.In the broad context of the organization systems, this book promotes learning and development as a continuous lifelong endeavor.
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Positively Negative
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Negative Girl
For fans of Cottonmouths by Kelly J. Ford comes Negative Girl: an evocative, moody, neo-noir thriller that explores obsession and people dying across America's forgotten spaces. Martin Wade lived hard in his youth, but unlike many of his former bandmates and roadie friends, he didn't die young.Instead he hit the recovery path, cleaned up his life, and became a private investigator in a dying city in upstate New York. When his heavily tattooed and scarred assistant Valerie sets up an appointment with a young woman who needs help keeping her biological father away from her, none of the three realize that the father is Martin's old bandmate, still using, and on a destructive path that will soon be headed straight for Martin's clean life.As Martin struggles, Valerie becomes increasingly obsessed with their new client's life. Then the client is found dead in a riverbank, and duty, nostalgia, and lifetimes of regret find Martin and Valerie on the case for the young woman's killer.As Martin struggles to hold onto his sobriety, Valerie becomes increasingly obsessed with their dead client.
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Double Negative
If ever there was an album that could make you question your sanity, it's LOW's Double Negative. This experimental masterpiece takes you on a sonic rollercoaster, with twists and turns that will leave you dizzy, disoriented, and strangely satisfied all at once. From the opening track, "Quorum," you are thrown into a world of glitchy electronics and haunting vocals that feel like they are echoing from another dimension. It's like being lost in a maze of sound, where every corner you turn presents a new surprise, whether it's a pulsating bassline or a wall of static noise. Tracks like "Dancing and Blood" and "Tempest" push the boundaries of what music can be, with their distorted beats and fragmented melodies creating a sense of unease that is both exhilarating and terrifying. It's like listening to music through a broken radio, where every signal is warped and twisted into something unrecognisable yet strangely beautiful. The production on Double Negative is top-notch, with every glitch and distortion carefully curated to create a sense of chaos that somehow feels controlled. It's a testament to LOW's skill as musicians that they can take such fragmented sounds and turn them into something cohesive and captivating. In the end, Double Negative is not an album for the faint of heart. It's a challenging listen that will push you out of your comfort zone and make you question everything you thought you knew about music. But if you're willing to take the plunge, you'll be rewarded with a truly unique and unforgettable experience that will stay with you long after the final, glitchy notes have faded away.
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Negative Sun
HEART ATTACK's latest release, "Negative Sun," is a rollercoaster of emotions that will leave you feeling like you've been punched in the chest (in the best way possible). The album opens with the title track, a frenetic burst of energy that sets the tone for what's to come. The band's trademark blend of punk rock attitude and catchy pop hooks is on full display here, with anthemic choruses that will have you singing along in no time. Tracks like "Bleeding Heart" and "Cynical Love" showcase the band's ability to mix hard-hitting riffs with introspective lyrics, creating a sound that is both raw and vulnerable. Lead singer Lucy's powerful vocals soar above the driving guitars, adding a layer of intensity to each song. But don't be fooled by the album's brooding exterior - there are moments of pure joy to be found here as well. "Dancing in the Dark" is a shimmering slice of synth-pop that will have you bopping along from start to finish, while "Sunshine in the Rain" is a sunny ode to new beginnings that will lift your spirits no matter how bleak things may seem. Overall, "Negative Sun" is a triumph for HEART ATTACK, showcasing their growth as musicians and songwriters. It's a bold and ambitious album that deserves to be heard by music fans everywhere. So go ahead, give it a listen - your heart will thank you.
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Rhesus Negative
SCREAM3DAYS's latest offering, "Rhesus Negative," is a wild ride through the realm of alternative rock, with enough twists and turns to make even the most seasoned listener dizzy. From the opening track, "Blood Lust," with its pounding drums and eerie vocal harmonies, it's clear that this band is not here to play it safe. Throughout the album, SCREAM3DAYS demonstrates a mastery of blending genres, seamlessly weaving elements of post-punk, grunge, and even a touch of electronica into their sound. Tracks like "Veins of Ice" showcase their ability to create dark, brooding atmospheres, while "Ghosts in the Machine" ramps up the energy with its relentless guitar riffs and infectious hooks. Lead vocalist Sarah Blood's haunting vocals are a standout feature of the album, effortlessly soaring over the instrumental chaos to deliver poignant lyrics that linger long after the music has faded. Her performance on tracks like "The Last Laugh" and "Wasteland" is nothing short of mesmerizing. Overall, "Rhesus Negative" is a bold statement from SCREAM3DAYS, pushing the boundaries of what alternative rock can be. With its infectious energy, powerful vocals, and genre-defying sound, this album is sure to leave a lasting impression on listeners. So grab your headphones, turn up the volume, and prepare to be blown away by the sonic whirlwind that is SCREAM3DAYS.
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Negative Certainties
Now in paperback, Jean-Luc Marion's groundbreaking philosophy of human uncertainty. In Negative Certainties, renowned philosopher Jean-Luc Marion challenges some of the most fundamental assumptions we have developed about knowledge: that it is categorical, predicative, and positive.Following Descartes, Kant, and Heidegger, he looks toward our finitude and the limits of our reason.He asks an astonishingly simple—but profoundly provocative—question in order to open up an entirely new way of thinking about knowledge: Isn’t our uncertainty, our finitude, and rational limitations, one of the few things we can be certain about?Marion shows how the assumption of knowledge as positive demands a reductive epistemology that disregards immeasurable or disorderly phenomena.He shows that we have experiences every day that have no identifiable causes or predictable reasons and that these constitute a very real knowledge—a knowledge of the limits of what can be known.Establishing this “negative certainty,” Marion applies it to four aporias, or issues of certain uncertainty: the definition of man; the nature of God; the unconditionality of the gift; and the unpredictability of events.Translated for the first time into English, Negative Certainties is an invigorating work of epistemological inquiry that will take a central place in Marion’s oeuvre.
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