Take your financial skills to the next level by mastering cutting-edge mathematical and statistical financial applications Key Features * Explore advanced financial models used by the industry and ways of solving them using Python * Build state-of-the-art infrastructure for modeling, visualization, trading, and more * Empower your financial applications by applying machine learning and deep learning Book Description The second edition of Mastering Python for Finance will guide you through carrying out complex financial calculations practiced in the industry of finance by using next-generation methodologies. You will master the Python ecosystem by leveraging publicly available tools to successfully perform research studies and modeling, and learn to manage risks with the help of advanced examples. You will start by setting up your Jupyter notebook to implement the tasks throughout the book. You will learn to make efficient and powerful data-driven financial decisions using popular libraries such as TensorFlow, Keras, Numpy, SciPy, and sklearn. You will also learn how to build financial applications by mastering concepts such as stocks, options, interest rates and their derivatives, and risk analytics using computational methods. With these foundations, you will learn to apply statistical analysis to time series data, and understand how time series data is useful for implementing an event-driven backtesting system and for working with high-frequency data in building an algorithmic trading platform. Finally, you will explore machine learning and deep learning techniques that are applied in finance. By the end of this book, you will be able to apply Python to different paradigms in the financial industry and perform efficient data analysis. What you will learn * Solve linear and nonlinear models representing various financial problems * Perform principal component analysis on the DOW index and its components * Analyze, predict, and forecast stationary and non-stationary time series processes * Create an event-driven backtesting tool and measure your strategies * Build a high-frequency algorithmic trading platform with Python * Replicate the CBOT VIX index with SPX options for studying VIX-based strategies * Perform regression-based and classification-based machine learning tasks for prediction * Use TensorFlow and Keras in deep learning neural network architecture Who this book is for If you are a financial or data analyst or a software developer in the financial industry who is interested in using advanced Python techniques for quantitative methods in finance, this is the book you need! You will also find this book useful if you want to extend the functionalities of your existing financial applications by using smart machine learning techniques. Prior experience in Python is required.

A complete guide to understanding, developing, and testing popular security-token smart contracts Key Features * Understand key Blockchain and Ethereum platforms concepts * Step-by-step guide to developing STO smart contracts on Ethereum * Monetize digital tokens under various U.S. securities laws Book Description The failure of initial coin offerings (ICOs) is no accident, as most ICOs do not link to a real asset and are not regulated. Realizing the shortcomings of ICOs, the blockchain community and potential investors embraced security token offerings (STOs) and stablecoins enthusiastically. In this book, we start with an overview of the blockchain technology along with its basic concepts. We introduce the concept behind STO, and cover the basic requirements for launching a STO and the relevant regulations governing its issuance. We discuss U.S. securities laws development in launching security digital tokens using blockchain technology and show some real use cases. We also explore the process of STO launches and legal considerations. We introduce popular security tokens in the current blockchain space and talk about how to develop a security token DApp, including smart contract development for ERC1404 tokens. Later, you'll learn to build frontend side functionalities to interact with smart contracts. Finally, we discuss stablecoin technical design functionalities for issuing and operating STO tokens by interacting with Ethereum smart contracts. By the end of this book, you will have learned more about STOs and gained a detailed knowledge of building relevant applications—all with the help of practical examples. What you will learn * Understand the basic requirements for launching a security token offering * Explore various US securities laws governing the offering of security digital tokens * Get to grips with the stablecoin concept with the help of use cases * Learn how to develop security token decentralized applications * Understand the difference between ERC-20 and ERC-721 tokens * Learn how to set up a development environment and build security tokens * Explore the technical design of stablecoins Who this book is for This book is ideal for blockchain beginners and business user developers who want to quickly master popular Security Token Offerings and stablecoins. Readers will learn how to develop blockchain/digital cryptos, guided by U.S. securities laws and utilizing some real use cases. Prior exposure to an Object-Oriented Programming language such as JavaScript would be an advantage, but is not mandatory.

A helpful GCSE and A Level Guide to one of 20th Century History's most pivotal events. This guide discusses in a clear and concise manner the objectives of the British, French and Germans at the Treaty of Versailles. A follow up volume: America, Japan and the Arabs at Versailles will be published soon.

WILLIAM BRIGHT was bright by name, but many thought he wasn't toobright by nature until William proved them all to be wrong. He was alittle slower than most of the other pupils at his school because itwas later learned that he was dyslexic and he had a bad stutter. Hewasn't very popular with the girls either, although he was consideredto be rather handsome ...He was also tall and he was dark, so what wasmissing you might ask. . . and probably the answer was that William wasvery shy and found it very difficult to converse and mix with youngpeople of his own age. William adored his father, but the father diedat an early age when William was only six and he wore his father'swedding ring around his neck until he was old enough to wear it on thefourth finger of the left hand, swearing he would never remove the ringuntil he found someone that he could love as he had loved his dad.William's mother wasn't interested in the boy and considered him to betoo stupid to do anything more than the job he got when he left schoolat the age of fifteen. She had interests of her own which would not benormally classed as motherly and she states that William started tostutter when his father died and believes it was a great shock to himwhich brought this about.

This fantastic new addition to the Colin the Librarian series contains eight exciting stories. Read how the magic phoenix bookmark causes Colin together with his invisible emu friend to be dropped by parachute behind enemy lines, how he encounters a skeleton in a cupboard with an active mobile phone in its hand, and how the sinister British spymaster F for Frank involves him in a series of extremely dangerous missions by way of the Arctic Circle and the Russian Revolution of 1919. The actions of M the emu continue to be bold, inventive and frequently hilarious.The Emu Has LandedBehind enemy lines Colin and M sabotage the secret trial of a radio-controlled tank. By impersonating Adolf Hitler Colin rescues a captured Polish airman, who turns out to be the grandfather of one of his best friends.Pond LifeColin and his family and M the emu find themselves in Mexico with Spymaster F for Frank. They rescue Yvon yet again and capture a runaway British traitor. However, the story does not end there.Pond Life 2An adventure in Brazil in which Frank and Yvon literally discover a skeleton in a cupboard. It leads them to the villainous Popov, whom Colin 'sends into space'. Olivia puts her foot down and insists the magic phoenix bookmark allows her family a proper holiday this time.An Emu on IceAn adventure in northern Greenland. Colin, Frank, Braine and Perkins plus M after a skidoo race foil Russian plans to claim a steep rocky island. Then, posing as Stalin, Colin boards a Russian submarine to rescue Yvon yet again. He gives orders for the submarine to return home. Mission accomplished!The Bridge of SpiesIn this adventure Colin and M thwart the plans of the evil Stasi chief Colonel Schickelgruber. First they rescue Yvon (yet again!), and then save a British scientist as she crosses the Glienicke Bridge to freedom, but the magic phoenix bookmark does not return Colin and company home yet.The Berlin Wall GameColin and co. once more foil Colonel Schickelgruber. By means of an attack on one of the watchtowers of the Berlin Wall during a snowstorm they smuggle two fugitives into the safety of the American controlled zone of the city. As usual M is on his best form, though not on his best behaviour, as he cannot resist German sausages!The Gnome of ZurichDuring a teddy bear festival in the city of Zurich Colin and M together with Frank and Co. thwart a plot by the Deputy Police Commissioner to steal important information from a bank vault. Yvon disguises himself as a giant teddy bear, and M causes all sorts of fireworks.Red EmuIn 1917 Moscow Colin and M rescue Yvon's grandparents, and M causes chaos at the Lubyanka Prison. As Lenin, the revolutionary leader makes a speech in Red Square, he is mimicked by an emu, who eventually provides F for Frank and his agents with some unique souvenirs.

This title is designed to help early years practitioners in any setting understand clearly and precisely how to best plan for and observe learning in the early years.This title covers all the key aspects of planning and observing that affect those in practice, including how to: Assess and observe children, Put children at the heart of your planning, Link observation to planning, Plan for the Early Years Foundation Stage. This title also includes printable/photocopiable forms for you to use to structure your own planning and observations with, and help you to put the best practice examples in this book directly into practice.

Those world famous rag and bone men - Albert and Harold Steptoe are back in this original and entertaining quiz book based on the award winning BBC TV sitcom. The show's' creators and writers Ray Galton and Alan Simpson have penned an exclusive 'Foreword' to sit alongside the six hundred questions that cover all 57 television episodes and both movies from this phenomenal series. Steptoe and Son and their carthorse Hercules, first trundled onto British TV screens in 1962. It wasn't long before viewers fell for the scrapping junkmen and the Steptoes were soon pulling in regular weekly audiences of over 20 million, peaking at 28 million. So, whether you've been a fan of the sitcom for many years or have recently discovered it why not enjoy spending some more time in the company of Albert and Harold and see how much you can remember from the unforgettable Steptoe and Son by adding this book to your cart.

Between 1870 and 1914 Europe experienced mounting diplomatic tensions and the division of the continent into rival alliance systems. The outbreak of war in 1914 had long term origins which are complex and often obscure. This e-book is written to make these conflicts and the debates that surround them easy to understand and accessible. It covers the following key questions: 1. What as the significance of the Unification of Germany on European diplomacy?2. What were Britain's main objectives between 1870 and 1904?3. Why did Colonial Empires lead to an increase in tension?4. How did Bismarck's diplomacy shape European affairs?5. Why were the Balkans such a source of tension?6. What was the significance of the Congress of Berlin?7. How did the fall of Bismarck affect European diplomacy?8. Why did Britain sign the Entente Cordiale?9. How did the crises over Morocco change European affairs?10. How did the arms race contribute to international tensions?This e-book also features: advice on essay writing and addressing complex essay questions, a historiographical essay. There is also a link to Explaining History study notes, essay plans, fact files and more.

It's a great feeling to know you can be who you are without fear or embarrassment. This Spanish language course is designed to be FUN AND EASY to follow. In this eBook we have covered all of the most likely situations you may face and have prepared you with the KEY WORDS AND PHRASES most commonly used. In this modern age you will most likely have a cell phone and wear a watch - consequently we have avoided tedious chapters on telling the time, counting and things you can point to. Instead, we have replaced them with more of what you will actually need! This programme is ideal if you are taking a short break or making a business trip. Everything from hiring a car, checking in to your hotel, sightseeing, shopping, eating out, from meeting people to dealing with emergencies is covered in topical chapters that you can access instantly. Make the most of your travels with all of our 'Jump Into' language courses available in Spanish, German, Italian, Dutch and French.

It's the winter of 2003. Annie and Tom have itchy feet. Living and dying in the same small area of Newcastle, England, and never seeing any other part of the world doesn't appeal to them one bit. But where, on this great big planet, would they be happy? New Zealand or Australia: too far away.Scotland or Yorkshire: not far enough.Spain or France: Too dumb to learn a language!So when Tom is offered a position as a tattoo artist, working in a brand new studio in Cork city, Ireland, the decision is made and their adventure unfolds.Travelling by ferry in their trusty camper van Tom is first to arrive. While he is getting settled into his new job and looking for somewhere to live, Annie is up the walls dealing with everything back in Newcastle. One sunny morning in July Annie waves goodbye to family, friends and the place she's called home since the day she was born, and sets off for her new life in Ireland with Tom and their three sons: seventeen-year-old Jack, sixteen-year-old Jamie and Robin who is seven.Each member of the family shares a different level of excitement and enthusiasm as they settle into the mouse and ant infested bungalow they rent from a local farmer for a year.Eventually their goal is in sight when they spot their dream house: an almost derelict farmhouse in the beautiful countryside of West Cork. With no building experience, some very laid back local tradesmen and a budget about half of what they need to complete the work, they begin the renovation.The building schedule goes nowhere according to plan and family life is strained to say the least.Have Annie and Tom made the biggest mistake of their lives, uprooting their whole family only to end up living in a dilapidated caravan in the middle of building site? Or, will their dream of a self-sufficient existence in their beautiful country farmhouse materialise. Read Annie's journal and experience the laughter, the tears and the many nervous breakdowns that ensue as the family's re-location story unfolds.

It's a great feeling to know you can be who you are without fear or embarrassment. This Dutch language course is designed to be FUN AND EASY to follow. In this eBook we have covered all of the most likely situations you may face and have prepared you with the KEY WORDS AND PHRASES most commonly used. In this modern age you will most likely have a cell phone and wear a watch - consequently we have avoided tedious chapters on telling the time, counting and things you can point to. Instead, we have replaced them with more of what you will actually need! This programme is ideal if you are taking a short break or making a business trip. Everything from hiring a car, checking in to your hotel, sightseeing, shopping, eating out, from meeting people to dealing with emergencies is covered in topical chapters that you can access instantly. Make the most of your travels with all of our 'Jump Into' language courses available in Spanish, German, Italian, Dutch and French.

1923. When RAF airman Jack Toulson finds a wooden box buried in the desert, he hopes to uncover a cache of jewels or even an antique sword, but all it contains is a worthless old stick with Arabic writing on it. Disappointed, he shoves it into his bag and thinks no more of it. The next day, he decides to take a picture of the empty horizon with his new Kodak Hawk-Eye, but when the picture is developed, it shows a camel-train that had not been there. He concludes it must be a fault with the camera. Jack is wrong on both counts. The stick he held in his hands, and the camel train that appeared in his photograph, were a window into another time a thousand years before Christ - a time when King Solomon tried to seduce the beautiful Queen of Sheba by entrusting her with the most precious artefact known to man: the Rod of Moses. In this gripping novel, the power of the Rod echoes down the generations, from ancient Egypt right through to the present day.

When Sebastian says he wants to travel, the other toys suggest a trip to the North Pole or the Equator. But Sebastian is just a teddy-bear: how could he possibly go around the world on his own? Fate steps in, and soon he is on an adventure that takes him first to Paris and then on a train bound for Russia. Along the way, he has his portrait painted, joins a circus, becomes a magician's assistant, and is mistaken for the Abominable Snowman.

This classic work from Elizabth Gaskell has been specially formatted for today's e-readers. This excellent tale is set in a small rural town, inhabited largely by women - a community that runs on co-operation and gossip. The central characters are the daughters of the former rector: Miss Deborah Jenkyns and her sister Miss Matty. In the saga, domestic peace is constantly threatened by financial disaster, burglaries (or are they?), tragic accidents, and the re-apparance of long-lost relatives.

At the graveside of Chippums - beloved pet of Mrs Tarleton - the unctuous proprietor of The Little Garden of Assisi is the model undertaker, consoling the bereaved owner and reassuring her of the dog's happy existence in the afterlife. But when the mourners have gone, it's a very different story. Happy to continue to dupe unsuspecting customers, and pocket the rewards, Dribone seems to lead a charmed existence: until the Mayor arrives with a very curious request. The Little Garden of Assisi is one of three twenty-minute comedies for television in this ebook: the others are Ten Days That Shook The Kremlin, and The Yank With the Pig's Head.

Gosport, 1860. Felix Wild has lived on the streets and on his wits for all his young life. He's been a mudlark at The Hard, eaten tallow when there was nothing else to be had, picked oakum in Forton Gaol, and acquired a skill for 'tup-tup-tupping' from the women of Haslar. He has no family, no idea of how old he might be, and has never heard of Christmas. But he has one remarkable talent: he can make a perfect drawing, from memory, of anything that he has seen.Saved from a further spell in prison by the wealthy William Kettle, Felix joins the Kettle household in East London and is employed to make drawings of the building of a magnificent new iron-clad vessel, HMS Warrior. His eagerness to learn new things knows no bounds: from working out how to use a knife and fork, and reading a dictionary from cover to cover, to being given the 'tipsy key' for the chronometers during his first voyage on board Warrior as she conducts sea-trials. While the men he meets are in awe of his drawing skills, the young women are absorbed in rather less cerebral matters, namely the fit of his fashionably tight 'gas-pipe' trousers and his distinctive looks - one eye is blue, the other green.Felix Wild is a captivating novel that has all the affectionate humour and vivid sense of place that has made Peter Broadbent's naval memoirs so popular.

When Penelope Gordon was headhunted to go and work in Doha, Qatar, her sole experience of the Middle East had been a brief luxury break in Dubai. Her husband Lionel, a much-travelled naval officer, was more blase about the move, but neither was quite prepared for the experience that followed.Penelope left her NHS job at Queen Alexandra Hospital in Portsmouth to head up medical leadership and education in a state-of-the-art set of hospitals in Qatar - a country, she discovered, where there were no maps, where everyone drove their cars rather like they'd drive camels (fast and wildly), where many of her female staff were completely swathed in black with only their eyes visible, and where no-one expected to have to do something when there was a servant to do it for them, even if it was only pressing the 'start' button on the coffee machine.In this captivating and amusing memoir, Penelope shows how she managed to find the humour in dealing with a culture that was often baffling and opaque - and how she not only survived 800 days in Doha, but turned it into an adventure.

The name Larry Grayson will be instantly recognisable to anyone who can remember the 1970s when his catchphrase 'Shut That Door' was on everybody's lips. However, Larry's rise to fame was slow in coming, born of years of perfecting his craft in clubs and theatres across the country. This biography details Larry's early life, how he was handed over as a baby to a miner's family in mysterious circumstances and brought up by his beloved foster sister, Flo, who was to become his lifelong companion. As a boy, encouraged by Flo, Larry would perform comedy routines for his school chums, standing on a tin bath in a wash-house yard, and he took his first steps into showbiz as a teenager with a local concert party. Seems Like a Nice Boy describes how, after a long career, Larry was eventually spotted by a top agent and set on the road to stardom, not only on stage but on television. Larry went on to host The Generation Game, attracting weekly audiences of around twenty million viewers and bringing Larry the kind of fame that he had always dreamed of. This fascinating book reveals how Larry Grayson's determination to succeed turned him into one of Britain's best-loved entertainers. This is a must-have read for Larry Grayson fans and anyone who enjoys classic comedy from a bygone age.

Do you enjoy pub quizzes? Are you a member of a pub quiz team? Or maybe you would simply like to increase your general knowledge? Whatever your reason for choosing this book, you are certain to enjoy tackling the 500 questions contained inside. What art movement did the American artist Andy Warhol spearhead? What is a collection of giraffes called? Which country other than Norway and Denmark did the Vikings originally hail from? The answers to these questions and more can all be found in The Essential Pub Quiz Book. With sections on a range of topics including sport, art history, geography, countries, cinema, celebrities, food and drink, TV, careers, politics, literature, culture, science, animals, music, cars, social media and gaming, crime and punishment, news headlines, symbolism and religion, fashion, beauty, law and flashbacks to the 1960s, 1970s, 1980s,1990 and 2000s, there really is something for everyone. Whether you are genning up for a quiz night or enjoy learning more about the world around you, this book is guaranteed to teach you something new.

Mai 1920, die Regierung der Republik in Berlin erklaert die deutschen Freikorps, die im Baltikum noch immer kaempfen, fuer aufgeloest. Geruechte ueber Intrigen und Verschwoerungen beherrschen die Presse. Nationalisten beginnen unter den Augen der Alliierten eine neue deutsche Armee zu schaffen. Alles, was Brock bisher vom Leben gesehen hat, sind der Krieg und das Heer. Der alten Volksweisheit vertrauend, dass, wer wirklich arbeiten will, auch Arbeit findet, macht er sich auf den Weg nach Berlin und wird schnell er eines Besseren belehrt. Betrogen und ausgeraubt endet er ohne einen Pfennig auf der Strasse. Nur Glueck und Mut retten ihn. Widerstrebend wird er in die Machenschaften der militaerischen Geheimbuende und ihrer Verbuendeten in Politik und Wirtschaft involviert. Er betritt die verschiedenen Welten von Gerichtshof und Polizei, Presse und krimineller Unterwelt, Schwarzer Reichswehr und altem Adel. Schliesslich muss er, gerade im Begriff, ein erfolgreicher Reporter zu werden, einen gefaehrlichen Moerder stellen und verliert beinahe sein eigenes Leben. Die spannende Geschichte entwirft ein Bild der Zwanziger Jahre, ohne ein Geschichtsbuch zu sein.

Are you a quizmaster or planning to become one? Have you been charged with running an event at your local pub for the first time? Or are you an experienced quizmaster looking for new material? Whatever your motivation for buying this book The Ultimate Quiz Book Guide will provide you with fresh ideas and tell you everything you need to know about running a successful quiz. With advice and tips from experienced quizmaster, Joe Varley, this book explains how to organise a quiz from beginning to end. There are sections on preparation, tools and location; the business end, writing and researching the questions; on the day; dealing with hecklers; dos and don'ts; different quiz formats and how to organise picture rounds as well as 36 readymade quizzes compiled by the author. Whether you are a seasoned quizmaster or completely new to running quizzes The Ultimate Quiz Book Guide contains everything you need to run an enjoyable and memorable quiz that will leave the participants eagerly anticipating your next event.