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  1. #90651
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    Hands-On Machine Learning for Algorithmic Trading by Stefan Jansen




    epub | 27.14 MB | English | Isbn:9781789346411 | Author: Stefan Jansen | Year: 2018

    Description:

    Explore effective trading strategies in real-world markets using NumPy, spaCy, pandas, scikit-learn, and Keras
    Key Features[*]Implement machine learning algorithms to build, train, and validate algorithmic models[*]Create your own algorithmic design process to apply probabilistic machine learning approaches to trading decisions[*]Develop neural networks for algorithmic trading to perform time series forecasting and smart analytics
    Book Description The explosive growth of digital data has boosted the demand for expertise in trading strategies that use machine learning (ML). This book enables you to use a broad range of supervised and unsupervised algorithms to extract signals from a wide variety of data sources and create powerful investment strategies.
    This book shows how to access market, fundamental, and alternative data via API or web scraping and offers a framework to evaluate alternative data. You'll practice the ML work?ow from model design, loss metric definition, and parameter tuning to performance evaluation in a time series context. You will understand ML algorithms such as Bayesian and ensemble methods and manifold learning, and will know how to train and tune these models using pandas, statsmodels, sklearn, PyMC3, xgboost, lightgbm, and catboost. This book also teaches you how to extract features from text data using spaCy, classify news and assign sentiment scores, and to use gensim to model topics and learn word embeddings from financial reports. You will also build and evaluate neural networks, including RNNs and CNNs, using Keras and PyTorch to exploit unstructured data for sophisticated strategies.
    Finally, you will apply transfer learning to satellite images to predict economic activity and use reinforcement learning to build agents that learn to trade in the OpenAI Gym.
    What you will learn[*]Implement machine learning techniques to solve investment and trading problems[*]Leverage market, fundamental, and alternative data to research alpha factors[*]Design and fine-tune supervised, unsupervised, and reinforcement learning models[*]Optimize portfolio risk and performance using pandas, NumPy, and scikit-learn[*]Integrate machine learning models into a live trading strategy on Quantopian[*]Evaluate strategies using reliable backtesting methodologies for time series[*]Design and evaluate deep neural networks using Keras, PyTorch, and TensorFlow[*]Work with reinforcement learning for trading strategies in the OpenAI Gym
    Who this book is for Hands-On Machine Learning for Algorithmic Trading is for data analysts, data scientists, and Python developers, as well as investment analysts and portfolio managers working within the finance and investment industry. If you want to perform efficient algorithmic trading by developing smart investigating strategies using machine learning algorithms, this is the book for you. Some understanding of Python and machine learning techniques is mandatory.

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    Look Again by Tali Sharot




    epub | 4.14 MB | English | | Author: Tali Sharot | Year: 2024

    Description:

    For fans of Thinking Fast and Slow and The Power of Habit, a groundbreaking new study of how disrupting our well-worn routines, both good and bad, can rejuvenate our days and reset our brains to allow us to live happier and more fulfilling lives.
    Have you ever noticed that what is thrilling on Monday tends to become boring on Friday? Even exciting relationships, stimulating jobs, and breathtaking works of art lose their sparkle after a while. People stop noticing what is most wonderful in their own lives. They also stop noticing what is terrible. They get used to dirty air. They stay in abusive relationships. People grow to accept authoritarianism and take foolish risks. They become unconcerned by their own misconduct, blind to inequality, and are more liable to believe misinformation than ever before.

    But what if we could find a way to see everything anew? What if you could regain sensitivity, not only to the great things in your life, but also to the terrible things you stopped noticing and so don't try to change?

    Now, neuroscience professor Tali Sharot and Harvard law professor (and presidential advisor) Cass R. Sunstein investigate why we stop noticing both the great and not-so-great things around us and how to "dishabituate" at the office, in the bedroom, at the store, on social media, and in the voting booth. This groundbreaking work, based on decades of research in the psychological and biological sciences, illuminates how we can reignite the sparks of joy, innovate, and recognize where improvements urgently need to be made. The key to this disruption-to seeing, feeling, and noticing again-is change. By temporarily changing your environment, changing the rules, changing the people you interact with-or even just stepping back and imagining change-you regain sensitivity, allowing you to more clearly identify the bad and more deeply appreciate the good.

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    Marzahn, mon amour by Katja Oskamp




    epub | 346.13 KB | English | | Author: Katja Oskamp | Year: 2022

    Description:

    "Katja Oskamp braucht nicht viele Worte, um ein ganzes Leben zu erz?hlen. Normale Leute, ein kaum beachteter Ort - spektakul?re Geschichten." Bov Bjerg

    Katja Oskamp ist Mitte vierzig, als ihr das Leben fad wird. Das Kind ist aus dem Haus, der Mann ist krank, die Schriftstellerei, der sie sich bis dahin gewidmet hat: ein Feld der Entt?uschungen. Also macht sie etwas, was f?r andere dem Scheitern gleichk?me: Sie wird Fu?pflegerin in Berlin-Marzahn, einst das gr??te Plattenbaugebiet der DDR. Und schreibt auf, was sie dabei h?rt - Geschichten wie die von Herrn Paulke, vor vierzig Jahren einer der ersten Bewohner des Viertels, Frau Guse, die sich im R?ckw?rtsgang von der Welt entfernt, oder Herrn Pietsch, dem Ex-Funktion?r mit der karierten Schieberm?tze. Geschichten voller Menschlichkeit und Witz, Wunderwerke ?ber den Menschen an sich - von seinen F??en her betrachtet.

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    Money. Wealth. Life Insurance. by Jake Thompson




    epub | 579.25 KB | English | | Author: Jake Thompson | Year: 2014

    Description:

    America's elite have been using cash value life insurance to stockpile wealth for centuries. Used correctly, it is better described as a personal bank on steroids, and a financial bunker for tough times.
    To be clear, this book is not about the typical garbage peddled by most insurance agents. Rather, an alternative to the risky investment strategies taught by Wall Street.
    It details a highly efficient form of cash value life insurance designed to supercharge your savings and stockpile wealth. A product so powerful it's responsible for the success of Walt Disney, JC Penney, Ray Kroc, and thousands of others.
    Here's what you'll discover:[*]How the wealthy use this vehicle to create more wealth, take less risk, and create predictable income they can't outlive[*]Why banks and corporations place billions of dollars in this powerful vehicle[*]How I earned over 300 percent returns leveraging my life insurance policies[*]How you can create a safe, predictable foundation to enhance every financial decision you make[*]•How to win with taxes and keep more of the money you make
    While the information compiled into this book is valuable, you'll also find three case studies that show you exactly how it works. You'll be able to visually see how it grows, how it's accessed, as well as the future income that can be taken.
    ______________
    Influencers of this book are Nelson Nash, his book "Becoming Your Own Banker: Unlock the Infinite Banking Concept"; Pamela Yellen, her book "Bank on Yourself"; Dwayne Burnell, his book "Financial Independence in the 21st Century - Life Insurance * Utilize the Infinite Banking Concept * Compliment Your 401K - Retirement Planning With Permanent Whole Life versus Term or Universal - Create Financial Peace"; and my Father Dan Thompson, and his book "The Banking Effect: Acquiring wealth through your own Private Banking System."
    I was introduced to these financial strategies at a young age, and this is book represents the effort and energy on both the part of everyone of my mentors, these authors here, as well as my own diligence in learning about and implementing these very same strategies into my personal finances.
    This book is designed to simplify some of the concepts surrounding cash value life insurance, such as Infinite Banking and Bank on Yourself, and make them easier to understand, stripping them down to the core benefits of cash value life insurance.

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    My Name Was Eden by Eleanor Barker-White




    epub | 2.17 MB | English | Isbn:9780063341296 | Author: Eleanor Barker-White | Year: 2024

    Description:

    In this edge-of-your-seat psychological debut, a mother's experience with Vanishing Twin Syndrome triggers disturbing changes in her teenage daughter, perfect for fans of The Push and The Undoing.
    "My Name Was Eden is a compulsive, didn't-see-it-coming thriller."-Abigail Dean, international bestselling author of Girl A
    One twin vanished. The other twin remained. Until now...
    When her daughter Eden came home from the hospital, Lucy was profoundly relieved. Eden had survived a drowning incident and had no apparent brain damage, no serious injuries, not even a scratch on her. Lucy fervently welcomed having a second chance at being the good mother she should have been before her teenager's accident.
    Until Eden tells her that Eden isn't her name. Until she starts calling herself Eli. The name Lucy had reserved for Eden's unborn twin.
    Don't worry, says the doctor. Eden is completely fine, says her husband. Of course I'm fine, Eden says, with that strange new smile of hers. I didn't die. I'm here.
    But Lucy knows something's very wrong with Eden. She's not her maddening, complicated teenage girl anymore-this straight-backed, even tempered, steady-eyed child in her house is someone else entirely. Eden, it seems, is the twin who disappeared...

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    Monomania by Elton Skelter




    epub | 11.18 MB | English | | Author: Elton Skelter | Year: 2024

    Description:

    They are the final ones, the last person standing. The offer is cash, and all they have to do is go on film to talk about how it happened. How they made it.
    In a refurbished Frat House where a tragedy once occurred, eight survivors spill their guts about the slayings they lived through. But for Elliot Hardy, it's his chance to confront his past. Plagued with traumatic amnesia and unable to remember anything about the night of the Phi Kappa Delta Massacre, Elliot is looking to draw the memory of that night back and finally make peace with it.
    But there is something dark inside the house, moving through the shadows unseen except the watchful gaze of the cameras.
    The final folk survived once, but can they cheat death a second time, or will it finally claim its prize?
    From the author of Life Support and Next of Kin comes a slasher throwback to the golden days of the horror classics, where it's not just about what you've done but who's watching you do it.
    Uncovering the buried secrets will make the difference between life and death.

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    My Work by Olga Ravn




    epub | 2.13 MB | English | | Author: Olga Ravn | Year: 2023

    Description:

    From the acclaimed author of the International Booker Prize-shortlisted literary sensation, The Employees, comes a radical, funny, and mercilessly honest novel about motherhood.

    Anna is utterly lost. Still in shock after the birth of her son, she moves to snowbound Stockholm with her newborn and boyfriend, where a chasm soon opens between the couple. Lonely and isolated, Anna reads too many internet articles and shops for clothes she cannot afford. To avoid sinking deeper into her depression, she must read and write herself back into her proper place in the world.

    My Work is a fervent, intimate, and compulsive examination of the relationship between motherhood, writing, and everyday life. In a mesmerizing, propulsive blend of prose, poetry, journal entries, and letters, Olga Ravn probes the pain, postpartum depression, housework, shopping, mundanity, and anxiety of motherhood, all the while celebrating the unbounded that comes from the love in a parent and child relationship-and rediscovering oneself through art.

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    Never be Lied to Again by David J. Lieberman




    pdf | 1.06 MB | English | Isbn:0743522869 | Author: David J. Lieberman | Year: 1998

    Description:

    How many times have you been manipulated or taken advantage of by someone's lies? Are you tired of being deceived, tricked, and fooled? Finally, renowned psychologist David J. Lieberman shows you how to stop the lies and uncover the truth -- in any conversation or situation. Utilizing newly developed techniques, this audiobook tells you how to easily influence anyone to tell the truth -- within minutes. Never Be Lied To Again is chock-full of colorful examples and engaging scenarios to help give you that extra edge. Use these groundbreaking techniques to take control of every personal and business situation...and never be lied to again.

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    Next of Kin by Elton Skelter




    epub | 1.1 MB | English | | Author: Elton Skelter | Year: 2024

    Description:

    Even the worst of us need someone to come home to. And Jacob Mallory is the worst of all. Jake, a thrill-seeking psychopathic serial killer, has lived under the radar for years, operating within the city of New York, making kill after kill and emboldened by his lack of capture. But Jake has one big surprise coming his way. When he gets a call from the hospital to pick up a vulnerable patient, one who claims that Jake is his emergency contact, he feels like he's won the lottery. But is there more to Nathan McGuire than meets the eye? And will this supposedly vulnerable young man make or break the city's most notorious uncaught killer?

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    Philip Roth at 80 by Philip Roth




    epub | 89.98 KB | English | | Author: Philip Roth | Year: 2014

    Description:

    On March 19, 2013, a distinguished group of writers and critics gathered at the Newark Museum's Billy Johnson Auditorium in Newark, New Jersey, to celebrate the extraordinary career and lasting literary legacy of Philip Roth on the occasion of his 80th birthday. This keepsake volume gathers remarks from the evening's speakers, a fitting tribute to the only living novelist whose work is collected in the Library of America series. Here you'll find Jonathan Lethem, hilariously recounting his first consciousness-raising encounter with Roth's work through the Kafkaesque novel The Breast; Hermione Lee, tracing the Shakespearian themes in Roth's books, from Portnoy's Complaint to The Humbling; Alain Finkielkraut, offering a deep reading of Roth's final novel, Nemesis; Claudia Roth Pierpont, assessing Roth's portrayal of women in such books as Sabbath's Theater and The Human Stain; Edna O'Brien, recalling her long friendship with Roth; and the author himself, offering a quintessentially Rothian valediction.

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