Machine learning (ML) is progressively reshaping the fields of quantitative finance and algorithmic trading. ML tools are increasingly adopted by hedge funds and asset managers, notably for alpha signal generation and stocks selection. The technicality of the subject can make it hard for non-specialists to join the bandwagon, as the jargon and coding requirements may seem out-of-reach. Machine learning for factor investing: Python version bridges this gap. It provides a comprehensive tour of modern ML-based investment strategies that rely on firm characteristics. The book covers a wide array of subjects which range from economic rationales to rigorous portfolio back-testing and encompass both data processing and model interpretability. Common supervised learning algorithms such as tree models and neural networks are explained in the context of style investing and the reader can also dig into more complex techniques like autoencoder asset returns, Bayesian additive trees and causal models. All topics are illustrated with self-contained Python code samples and snippets that are applied to a large public dataset that contains over 90 predictors. The material, along with the content of the book, is available online so that readers can reproduce and enhance the examples at their convenience. If you have even a basic knowledge of quantitative finance, this combination of theoretical concepts and practical illustrations will help you learn quickly and deepen your financial and technical expertise.
Get to know the ‘why’ and ‘how’ of machine learning and big data in quantitative investment Big Data and Machine Learning in Quantitative Investment is not just about demonstrating the maths or the coding. Instead, it’s a book by practitioners for practitioners, covering the questions of why and how of applying machine learning and big data to quantitative finance. The book is split into 13 chapters, each of which is written by a different author on a specific case. The chapters are ordered according to the level of complexity; beginning with the big picture and taxonomy, moving onto practical applications of machine learning and finally finishing with innovative approaches using deep learning. • Gain a solid reason to use machine learning • Frame your question using financial markets laws • Know your data • Understand how machine learning is becoming ever more sophisticated Machine learning and big data are not a magical solution, but appropriately applied, they are extremely effective tools for quantitative investment — and this book shows you how.
Produced in Italy from the turn of the 20th century, "sword and sandal" or peplum films were well received in the silent era and attained great popularity in the 1960s following the release of Hercules (1959), starring Mr. Universe Steve Reeves. A global craze for Bronze Age fantasy-adventures ensued and the heroic exploits of Hercules, Maciste, Samson and Goliath were soon a mainstay of American drive-ins and second-run theaters (though mainly disparaged by critics). By 1965, the genre was eclipsed by the spaghetti western, yet the 1960s peplum canon continues to inspire Hollywood epics. This filmography provides credits, cast and comments for dozens of films from 1908 through 1990.
People relate to popular music, and this book helps you use popular music to draw readers into the Gospel. The material in this book will provide insight that ties popular song lyrics to Scripture in such a way that non-believers will be drawn to the relevance and power of God's Word. The author, Tony Rufo, is a communications/ministry executive, marketing consultant, writer, and broadcaster who has over 20 years of experience working in the Christian and general markets. His published works include media and music articles, book reviews, radio and television commercials and scripts, and evangelistic essays. True Tunes Newsfeatured his article, "The Gospel According to John, Paul, George, and Ringo—Good Time Rock 'n Roll or Religion for the Undiscerning?" which was the inspiration for this book. He also authored the "Media Mix" column for the semimonthly Horizon Internationalmagazine, which included installments on popular music and the Beatles. Tony lives in the suburbs of Chicago with his family. Features: Alphabetically arranged topic guide Excerpts from 200 songs from the 1950s, 1960s, 1970s to today Profiles of the artists and the culture during the time-period of the song's release A great resource for relevant cultural anecdotes!
This book looks at the variety of Britons who became residents of Florence between the end of the Napoleonic wars and the absorption of Tuscany into the kingdom of Italy. Many of them were leisured, and some aristocratic; a few were writers or artists; the British clergy and physicians who ministered to them were gentlemen. Many others were shopkeepers, merchants and even engineers. Some achieved a more profound knowledge of the country (and its language) than others, but all were affected to some degree by the momentous events which led to Italian unification.
Whenever you hear the prevalent wailing blues harmonica in commercials, film soundtracks or at a blues club, you are experiencing the legacy of the master harmonica player, Little Walter. Immensely popular in his lifetime, Little Walter had fourteen Top 10 hits on the R&B charts, and he was also the first Chicago blues musician to play at the Apollo. Ray Charles and B.B. King, great blues artists in their own right, were honored to sit in with his band. However, at the age of 37, he lay in a pauper's grave in Chicago. This book will tell the story of a man whose music, life and struggles continue to resonate to this day.
The Harvey Society was founded in 1905 by thirteen New York scientists and physicians with the purpose of forging a "closer relationship between the purely practical side of medicine and the results of laboratory investigation." The Society distributes scientific knowledge in selected areas of anatomy, physiology, pathology, bacteriology, pharmacology, and physiological and pathological chemistry through public lectures, which are published annually. Series 94, 1998-1999 covers themes in neurogenetic studies, the role of tyrosine phosphorylation in cell growth and disease, the biology of the epidermis and its appendages, and the phenotypic diversity of monogenic disease.
This book provides a personal history of Nanyang Technological University, Singapore, and its remarkable rise, starting from 2003, into the ranks of the top universities in the world as a leading Asian university and the youngest (less than 50 years old) to have achieved this status. It describes the role of the leadership team of Su Guaning, Haresh Shah, and Bertil Andersson, which together formed the 'Troika'. It provides a record of NTU's growth and how it came about through a root and branch reform of the university executed, with the support of the Singapore Government and the NTU Board of Trustees, by the Troika, to become such a prominent academic institution.
Not many people were allowed inside Frank Sinatra's inner circle. But Tony Consiglio was a boyhood friend of Sinatra's who remained his friend and confidant for over sixty years. One reason Sinatra valued Tony’s friendship is that he could be trusted: Sinatra nicknamed him "the Clam" because Tony never spoke to reporters or biographers about the singer. From the early days when Sinatra was trying to establish himself as a singer to the mid-1960s, Tony worked with Sinatra and was there to share in the highs and lows of Sinatra's life and career. Tony was with Sinatra during his "bobby-soxer" megastar days in the 1940s, and he remained loyal to Sinatra during the lean years of the early 1950s, when "the Voice" was struggling with a crumbling singing and acting career—as well as his tumultuous marriage to Ava Gardner. Tony also had a front row seat to Sinatra's comeback in the 1950s, starting with his Academy Award–winning role in From Here to Eternity and a string of now-classic hit recordings. Tony's friendship with Sinatra allowed him to rub elbows with the Hollywood elite, including Dean Martin, Jerry Lewis, Sammy Davis, Jr., Peter Lawford, Kim Novak, Ava Gardner, and many others. It also brought him close to the political world of the early 1960s, when Sinatra campaigned for John F. Kennedy and then helped plan the Kennedy inauguration. Tony was even at the Kennedy compound in Hyannis, Massachusetts, when the election results came in. Sinatra and Me will shed new light on the real Frank Sinatra—from the man who knew him better than anyone.
Is New York a post-secular city? Massive immigration and cultural changes have created an increasingly complex social landscape in which religious life plays a dynamic role. Yet the magnitude of religion's impact on New York's social life has gone unacknowledged. New York Glory gathers together for the first time the best research on religion in contemporary New York City. It includes contributors from every major research project on religion in New York to provide a comprehensive look at the current state of religion in the city. Moving beyond broad surveys into specific case studies of communities and institutions, it provides a window onto the diversity of religious life in New York. From Italian Catholics, Mormons, Muslims, and Russian Jews to Zen Buddhists, Rastafarians, and Pentecostal Latinas, New York Glory both captures the richness of religious life in New York City and provides an important foundation for our understanding of the current and future shape of religion in America.
Tony Harrison published his first pamphlet of poems in 1964 and for over fifty years has been a prominent force in modern poetry. His poetic range is truly far-reaching, from the intimate tenderness of family life and personal love, to war poems written from Bosnia and savage public outcries against politicians. In The Collected Poems, Harrison draws deeply both on classical tradition and on the vernacular of the street. Combining the private and the public in a way Harrison has made distinctly his own, and drawing on his working-class upbringing in Leeds, these are powerful poems for modern times. This is the first complete paperback collection of one of Britain's most controversial and critically acclaimed poets. 'Tony Harrison is the greatest poet of the second half of the 20th century. . . He writes brilliantly about class, love and Britain' Daniel Radcliffe 'Harrison is a masterly technician, and the most fiery and indelible English poet of the age. This book is a vineyard on a volcano' Paul Farley
In the mid-1980s, Lottery Fever gripped the nation. States with lotteries saw larger and larger multimillion-dollar payoffs. When in September 1984, $40 million dollars were won in the Illinois State Lottery, imaginations exploded across the land. Across the border in Missouri, a persistent faction pushed for a Lottery. Tired of losing revenue to Illinois, a growing number of Missouri business and political leaders demanded a State Lottery.Unaware of his underworld connections, the Lottery Commission appointed Vincent Mancini as the Comptroller. As Comptroller, he controlled the movement of large amounts of cash through a series of banks to always get the best interest rate. Utilizing his underworld contacts to several offshore banks, he could to wash a significant amount of drug-earned cash.Mancini's plan was working well until his actions brought him to the attention of Joe Crane. Now it is a race between Mancini and Crane, which threatens Crane and those closest to him, and a wrong move could cost him his life.
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