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Time Series with PyTorch: Modern Deep Learning Toolkit for Real-World Forecasting Challenges by Graeme Davidson, Lei Ma
English | 2024 | ISBN: 1805128183 | 424 pages | EPUB | 9.44 Mb
Leverage time series analysis for better decision making with cutting-edge tools and techniques

Key FeaturesGet to grips with concepts through jargon-busting explanationsLearn to use a variety of datasets that reflect problems you're likely to encounter in everyday practiceUnderstand how to select the appropriate algorithms to avoid unnecessary complexityLearn from progressive and pedagogical chapters that guides you from introductory toy problems to end-to-end real-world projectsBook Description
Deep learning (DL) is a cutting-edge approach to learning from data. While it has taken the areas of computer vision and natural language processing by storm, its application to time-series forecasting is a more recent phenomenon and remains challenging for both new and experienced practitioners.
To develop the best time series models for a real-world problem, it is essential to have not only a thorough understanding of the time series data but also a solid grasp of DL models themselves. This book investigates time series structures and the DL approaches that can address the variety of challenges they present to practitioners in industry.
In this book, you will gain insights from a variety of perspectives, both from the data and the models. You will learn about the complexities of real-world time series data, explore the different problem settings for time series analysis, touch upon the foundation of DL models for time series, and practice end-to-end time series analysis projects when DL works; the authors believe in choosing the best tool for the problem, so traditional methods are never far from our minds. A GitHub repository with coding examples will be provided to support your journey.
By the end of this book, you will be able to approach almost any time series challenge with an appropriate model that gets you results.
What you will learnDevelop an understanding of how to code and test neural networks with PyTorch and PyTorch LightningAddress challenges presented by different data structures with neural architectureLearn advanced methods to evaluate and validate models by comparing and optimizing them and partitioning your data correctlyGain insight into how time series models work behind the scenes and why a model fits a particular type of problemApply contemporary approaches like TFT, NBEATs, and NHiTS for individual forecasts and hierarchical modelingWho this book is for
This book is for data analysts, scientists, and students who want to know how to apply deep learning methods to time-series forecasting problems with PyTorch for real-world business problems.
While the book assumes some understanding of statistics and modeling, you won't need in-depth knowledge of time-series to follow along. Some awareness of Python programming is important, but we do not assume any prior knowledge of PyTorch.
The main goal of this book is to be accessible for those with little or no experience with deep learning methods in time series.
Table of ContentsIntroduction: Time series for everyoneThe Challenge of Time SeriesEvaluation Time Series ModelsPytorch FundamentalsSimple Neural ArchitecturesOptimisationConformal PredictionSequential modelsTransformersOther Neural StructuresTransfer LearningSynthetic dataDiffusion modelsTS classificationTS clusteringEmbeddings for TSSupervised approachUnsupervised approach

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Time Travel: A Reality in Mesoscopic Physics
English | 2025 | ISBN: 9819611350 | 342 Pages | PDF EPUB (True) | 23 MB
This book is aimed at postgraduate and Ph.D. students specializing in condensed matter physics, quantum mechanics, and the theory of relativity. It explores fundamental problems in physics that can be addressed in the mesoscopic regime. Some of the key topics covered include:

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Tiny Pep Talks: Bite-Size Encouragement for Life's Annoying, Stressful, and Flat-Out Lousy Moments by Paula Skaggs, Josh Linden
English | November 19, 2024 | ISBN: 1683694449 | 176 pages | PDF | 30 Mb
A USA Today Best Seller

"It's like a book version of online therapy."-Brian Boone, Vulture
Two comedians offer hilarious encouragement for your most mundane struggles.
Anybody can tell you "You can do it!" before the big job interview, or before you walk down the aisle, or before you blast off on the first human-powered mission to Mars. But who's going to gas you up for all of life's low-stakes situations when you need an extra push?
Comedians Paula Skaggs and Josh Linden are here to cheerlead you through your daily challenges. You'll find specific, constructive, and-most of all-very funny motivation for:
Sending a scary email (if you died and came back as a ghost, wouldn't it suck if this was your unfinished business?)Getting through a breakup (did you know the grocery store will sell you a cake on any day for any reason?)Remembering that all your friends are not secretly mad at you (they're busy worrying all their friends are secretly mad at them)...and many more!If you're going through it, have ever gone through it, or will maybe go through it in the future, let Tiny Pep Talks give you the boost you need.

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Tirpitz: The Life and Death of Germany's Last Super Battleship by Niklas Zetterling
English | December 1, 2009 | ISBN: 1935149180 | 256 pages | PDF | 4.01 Mb
The Germans, for their part, had learned not to pit their super battleships against the strength of the entire Home Fleet outside the range of protecting aircraft. Thus they kept Tirpitz hidden within fjords along the Norwegian coast, like a Damocles Sword hanging over the Allies' maritime jugular, forcing the British to assume the offensive. This strategy paid dividends in July 1942 when the Tirpitz merely stirred from its berth, compelling the Royal Navy to abandon a Murmansk-bound convoy called PQ-17 in order to confront the leviathan. The convoy was then ripped apart by the Luftwaffe and U-boats, while the Tirpitz returned to its fjord. In 1943, the British launched a flotilla of midget submarines against the Tirpitz, losing all six of the subs while only lightly damaging the battleship. Aircraft attacked repeatedly, from carriers and both British and Soviet bases, suffering losses-including an escort carrier-while proving unable to completely knock out the mighty warship. Trying an indirect approach, the British launched one of the war's most daring commando raids-at St. Nazaire-in order to knock out the last drydock in Europe capable of servicing the Tirpitz. Of over 600 commandos and sailors in the raid, more than half were lost during an all-night battle that succeeded, at least, in knocking out the drydock. It was not until November 1944 that the Tirpitz finally succumbed to British aircraft armed with 10,000-lb Tallboy bombs, the ship capsizing at last with the loss of 1,000 sailors.

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Titans of Industrial Agriculture: How a Few Giant Corporations Came to Dominate the Farm Sector and Why It Matters (One Planet) by Jennifer Clapp
English | February 18th, 2025 | ISBN: 0262551705 | 474 pages | True EPUB | 6.36 MB
How a small handful of giant transnational corporations has come to dominate the farm inputs sector, why it matters, and what can be done about it.

Every year, hundreds of billions of dollars' worth of farm machinery, fertilizer, seeds, and pesticides are sold to farmers around the world. Although agricultural inputs are a huge sector of the global economy, the lion's share of that market is controlled by a relatively small number of very large transnational corporations. The high degree of concentration among these agribusiness titans is striking, considering that just a few hundred years ago agricultural inputs were not even marketed goods. In Titans of Industrial Agriculture, Jennifer Clapp explains how we got from there to here, outlining the forces that enabled this extreme concentration of power and the entrenchment of industrial agriculture.
Clapp reveals that the firms that rose to the top of these sectors benefited from distinct market, technology, and policy advantages dating back a century or more that enabled them to expand their businesses through mergers and acquisitions that made them even bigger and more powerful. These dynamics matter because the firms at the top have long shaped industrial farming practices that, in turn, have generated enormous social, ecological, and health impacts on the planet and the future of food systems. Beyond analyzing how these problems have arisen and manifested, the book examines recent efforts to address corporate power and dominance in food systems and assesses the prospects for change.
Among the first works to examine deep roots of corporate power in agriculture, Titans of Industrial Agriculture helps illuminate just how corporate actors have encouraged the "lock-in" of industrial agriculture, despite all its known social and ecological costs.

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To Govern Is to Serve: An Essay on Medieval Democracy (Medieval Societies, Religions, and Cultures) by Jacques Dalarun, Sean L. Field, M. Cecilia Gaposchkin
English | February 15, 2023 | ISBN: 1501767852 | 258 pages | PDF | 9.84 Mb
To Govern Is to Serve explores the practices of collective governance in medieval religious orders that turned the precepts of the Gospels―most notably that "the first will be last, the last will be first"―into practices of communal deliberation and the election of superiors. Jacques Dalarun argues that these democratic forms have profoundly influenced modern experiences of democracy, in particular the idea of government not as domination but as service.

Dalarun undertakes meticulous textual analysis and historical research into twelfth and thirteenth-century religious movements―from Fontevraud and the Paraclete of Abelard and Heloise through St. Dominic and St. Francis―that sought their superiors from among the less exalted members of their communities to chart how these experiments prefigured certain aspects of modern democracies, those allowing individuals to find their way forward as part of a collective. Wide ranging and deeply original,To Govern Is to Serve highlights the history of the reciprocal bonds of service and humility that underpin increasingly fragile democracies in the twenty-first century.

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To Walk in the Dark: Military Intelligence in the English Civil War, 1642-1646 by John Ellis
English | August 1, 2011 | ISBN: 0752460234 | 224 pages | PDF | 12 Mb
During the bloody years of the First English Civil War, as the battles of Edgehill, Newbury and Naseby raged, another war was being fought. Its combatants fought with cunning and deceit, a hidden conflict that nevertheless would steer the course of history. The story of the spies and intelligence-gatherers of the Roundheads and Royalists is one that sheds new light on the birth of the Commonwealth.In 'To Walk in the Dark', intelligence specialist John Ellis presents the first comprehensive analysis of the First English Civil War intelligence services. He details the methods of the Roundhead spies who provided their army commanders with a constant flow of information about the movements of the King's armies, describes the earliest use of code-breaking and mail interception and shows how the Cavalier intelligence forces were overcome. He also reveals the intelligence personnel themselves: the shadowy spymasters, agents and femmes fatales. The descriptions of how intelligence information was used in the main Civil War battles are particularly fascinating and show - for the first time - how intelligence information played a decisive role in determining the outcome of the Civil War itself.

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Together: 10 Choices For a Better Now by Ece Temelkuran
English | May 13, 2021 | ISBN: 000839380X | 176 pages | EPUB | 0.80 Mb
This is not about how we messed things up. This is about what kind of world we want to live in now, and the joy we can take in finding our dignity again.

'If I had to choose just one book that I want everybody of any age to read at this moment in time, this would be it' Brian Eno
'Delightful' Yanis Varoufakis
In 2020 protest movements across the world revealed the inequalities sewn into the fabric of society. The wildfires that ravaged Australia and California made it clear we are in the middle of a climate catastrophe. The pandemic showed us all just how precarious our economies really are, and the conspiracy theories surrounding the US election proved the same of our democracies. Those in charge do not have the answers. In fact, those in charge, more often that not, are the problem.
So, what do we do? In Together: 10 Choices for a Better Now, award-winning political commentator Ece Temelkuran puts forward a compelling new narrative for our current moment, not for some idealised future but for right now, and asks us to make a choice. To choose determination over hope; to embrace fear rather the cold comfort of ignorance; to save our energy for an unwavering attention on those in power and the destructive systems they uphold, rather than wasting time spewing out anger and outrage online.
Above all, this book asks you to choose to have faith in the other human beings we share this planet with.
'I am giving Temelkuran's Togetherto everyone I know. So clear-eyed, frank, wise and joyous! An obligatory book for any human on earth today' Andrew Sean Greer, Pulitzer Prize-winning author of Less

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Tokyo esclusiva: Quartieri da scoprire, sapori da assaporare
by Sandro Alessi
Italian | December 21, 2024 | ISBN: 0008639019 | 99 Pages | True epub | 0,43 MB

Tokyo esclusiva
Quartieri da scoprire, sapori da assaporare
Immergiti nelle mille sfaccettature di Tokyo, una metropoli dove ogni quartiere racconta una storia unica. Attraverso un viaggio tra Shibuya, Shinjuku, Ginza e altri luoghi iconici, esplorerai il fascino della cultura pop, l'eleganza sofisticata, la spiritualità tradizionale e le innovazioni futuristiche.
Dal dinamismo dell'incrocio di Shibuya alla serenità del parco Shinjuku Gyoen, dall'artigianato locale di Asakusa al mondo geek di Akihabara, ogni angolo di Tokyo ti svelerà un aspetto sorprendente di questa città in continua evoluzione.
Arricchisci la tua esperienza con consigli pratici sull'etichetta giapponese e sulle tradizioni di ospitalità, scoprendo come vivere appieno l'armonia culturale e la profonda attenzione al dettaglio che caratterizzano la vita quotidiana in Giappone.
Un viaggio emozionante attraverso una città che non smette mai di stupire, perfetto per chi vuole scoprire il cuore autentico di Tokyo.
eBook Details:
Sandro Alessi
99 Pages
1 - 2 Hours to read
25k Total words
Release Date: December 21, 2024
ISBN-13: 1230008639011
ISBN-10: 0008639019
Language: Italian
Format: epub
✅File Size: 0,43 MB

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TOKYO GUIDA DI VIAGGIO 2025
Italiano | 2025 | ASIN: B0DT7LRFGV | 109 Pages | EPUB | 1.3 MB
Scopri il perfetto connubio tra tradizione e modernità in una delle città più affascinanti del mondo. Tokyo Travel Guide 2025 è il tuo compagno essenziale per esplorare Tokyo con sicurezza, che tu sia un visitatore alle prime armi o un viaggiatore esperto.

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Tom Kitchin, "Tom Kitchin's Meat and Game"
English | 2017 | ISBN: 1472937805 | EPUB | pages: 288 | 16.0 mb
Tom Kitchin's Meat & Game showcases the brilliant talents of one of the UK and Scotland's favourite chefs.

Tom's passion for game, and his ability to transform that passion into irresistible ways to enjoy it at home, is fully celebrated within the covers of this beautiful book. Venison, partridge, pheasant, grouse, rabbit, hare and all things wild find their way into fantastic roasts, full-flavoured pasta dishes, terrines and warming soups, richly flavoured pies and puddings and so many more. With every recipe there comes a fresh new way to treat much loved classics; Roast Pheasant with Cabbage and Apple Salad, Partridge and Game Pie, Rabbit au Vin, Roast Rack of Venison with a Blueberry and Juniper Crust, Pigeon, Lentil and Spelt Burgers, Pheasant and Partridge Scotch Egg, Hare Cannelloni and the Ultimate 11s Grouse Sandwich are just some of the essential gamey recipes to try out and enjoy.
And then there are Tom's glorious recipes for all things meat; Roast Crisp Pork Belly, Oxtail Soup with Cheese on Toast, Blackened Chicken Tacos, Braised Lamb Shanks with Lemon Confit, Steak and Kidney Pie, Roast Topside with all the trimmings, Smoked Ham Hocks with Hot Pineapple Salsa ... these are recipes to savour and return to time and time again.

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Tommy Robinson, "Tommy Robinson Enemy of the State Ed 3"
English | ISBN: 0957096496 | 2015 | 100 pages | EPUB | 397 KB
The powerful story of Tommy Robinson, former leader of the EDL and a man persecuted by the British state, simply for standing up in support of British troops. Tommy describes growing up on the streets of Luton, a town plagued by Islamic extremism and criminal gangs and how his livelihood was taken from him when he led a street protest against it. Hounded through the courts and thrown to the Muslim underworld which runs England's prisons, when Tommy refused to be broken the police tried to blackmail him - into working for them.

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Stefan Kostka, "Tonal Harmony Ed 9"
English | ISBN: 1264094752 | 2023 | 704 pages | PDF | 32 MB
Tonal Harmony with an Introduction to Post-Tonal Music is intended for a two-year course in music theory/harmony. It offers a clear and thorough introduction to the resources and practice of Western music from the seventeenth century to the present day. Its concise, one-volume format and flexible approach make the book usable in a broad range of theory curricula. For a generation of professionals in the musical community, Tonal Harmony has provided a comprehensive, yet accessible and highly practical, set of tools for understanding music. With McGraw Hill's Connect®, students are better equipped to understand and master the vocabulary of music efficiently, allowing them to move on more quickly to advanced musical skill-building.

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Tools, Totems, and Totalities: The Modern Construction of Hegemonic Technology
English | 2025 | ISBN: 9819787076 | 231 Pages | PDF EPUB (True) | 23 MB
This book provides a critical perspective on technology, answering the questions of why technologies often disappoint. It takes a sociotechnical and historical perspective on technology, as developed by an engineer-anthropologist and a design anthropologist, to answer questions not only about why modern societies have great expectations of technology, but also of why these technologies often fail to meet expectations. Modern societies often search for technological solutions ("technofixes") to what are institutional problems, which include border crossings or urban mobility, or improvements in productivity or improved communication. It is disappointing when technofixes, whether border walls or driverless cars or social media, fail to live up to their promises of greater personal autonomy (such as afforded by driverless cars) or improved social harmony through social media. Examining technology from the perspectives of instrumentality ("tools"), identity ("totems"), and world-defining systems ("totalities") develops a comprehensive perspective that is at once historically informed and cross-culturally accurate. Although instrumentality is obvious and is at the core of any understanding of technology, identity is less so; yet many modern "tribes" create their identity in terms of technological objects and systems, whether transport systems (cars and airplanes) or social media or weapons (guns). Further, modern technologies span the globe, so that they exert imperative coordination over distant populations; the use of cell phones around the world is testimony to this fact. Such a critical perspective on technology can be useful in policy discussions of numerous issues affecting contemporary institutions.

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Top Stocks 2025: A Sharebuyer's Guide to Leading Australian Companies by Martin Roth
English | November 4, 2024 | ISBN: 1394248830 | 224 pages | PDF | 3.81 Mb
Australia's best-selling guide for smart investing in the sharemarket

When it's time to invest your earnings, you need accurate, trusted guidance that will weather cycles, outlive fads, and stand the test of time. In this 31st edition of Top Stocks, market expert Martin Roth gives you the essential knowledge you need to grow your portfolio and profits. An invaluable resource for novices and professionals alike,Top Stocks 2025shares the clear, objective information and tried-and-tested techniques you need to make right picks ― and get more for your money.
With well-defined criteria and rigorous analysis, you'll form a clear picture of which companies offer low-risk, long-term value. You'll see beyond the hype, the pricing, and the punditry. With Top Stocks 2025, you'll become an expert at evaluating the best of the Australian sharemarket, using concrete factors like profitability, debt levels, and dividends.Detailed, unbiased analysis of the latest results from top Australian companiesComparative sales and profits data as well as in-depth ratio analysisTables that rank all companies according to financial dataComprehensive research exploring each company's overall outlook
With numerous charts and tables that provide easy reference to essential company data points,Top Stocks 2025is the jargon-free, up-to-date, go-to guide you need to make wise decisions for your wealth.

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