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The Handbook of NLP with Gensim. Leverage topic modeling to uncover hidden patterns, themes, and valuable insights within textual data

Chris Kuo

Navigating the terrain of NLP research and applying it practically can be a formidable task made easy with The Handbook of NLP with Gensim. This book demystifies NLP and equips you with hands-on strategies spanning healthcare, e-commerce, finance, and more to enable you to leverage Gensim in real-world scenarios.You’ll begin by exploring motives and techniques for extracting text information like bag-of-words, TF-IDF, and word embeddings. This book will then guide you on topic modeling using methods such as Latent Semantic Analysis (LSA) for dimensionality reduction and discovering latent semantic relationships in text data, Latent Dirichlet Allocation (LDA) for probabilistic topic modeling, and Ensemble LDA to enhance topic modeling stability and accuracy.Next, you’ll learn text summarization techniques with Word2Vec and Doc2Vec to build the modeling pipeline and optimize models using hyperparameters. As you get acquainted with practical applications in various industries, this book will inspire you to design innovative projects. Alongside topic modeling, you’ll also explore named entity handling and NER tools, modeling procedures, and tools for effective topic modeling applications.By the end of this book, you’ll have mastered the techniques essential to create applications with Gensim and integrate NLP into your business processes.

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The Handsome Young Men

Hulbert Footner

A historical romance and tale of adventure, set in England during the fourteenth century. Descendent of a noble family, Nigel Loring is the last of his race, and living alone with his aged grand-mother, upon a small remnant of their great estate. In service to King Edward III, Sir Nigel Loring must prove himself worthy of the hand of his the Lady Mary by performing three deeds in her honor. On his way to the altar, Nigel rescues a woman from dishonor, fights a pirate leader, and battles against the Spanish at sea, among other heroic feats. Set against the fourteenth-century war between England and France, Sir Nigel is an action-packed adventure classic, filled to the brim with history, conflict, chivalry, and a dash of romance.

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The Happy Average

Brand Whitlock

The Happy Average is a novel of far more genuine merit than Mr. Whitlocks former works. It is a realistic story of commonplace life in a small Ohio town, the realism being of that wholesome sort which portrays the every-day existence, the small joys and sorrows, of the average men and women of the average Western village. The story deals with the struggles of the hero, Glenn Marley, a young man of very ordinary ability, to win a place in the legal profession and at the same time earn enough money to enable him to marry the girl (Lavinia Blair) of his choice, who is the daughter of Judge Blair, one of the leading citizens of the town. The story, however is a faithful picture of life in a conservative Western town and will appeal to those who enjoy the simple recital of unexciting events.

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The Happy Family

B.M. Bower

A lively and amusing story, dealing with the adventures of eighteen jovial, big hearted Montana cowboys. First published in 1910, The Happy Family (a sequel to Chip of the Flying U) continues the various funny and catchy happenings of the well-known interesting beloved characters Weary, Irish, Pink, Happy Jack, Big Medicine, and in particular Andy Green, storyteller extraordinaire, and the rest. They were so popular that their creator devoted a series of novels to their wrangling on the rangeland and in the ranch house. These stories play out in the badlands, on the edge of the Rockies. A classic Western romp, The Happy Family is not to be missed by fans and collectors of vintage Western literature.

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The Happy Prince and Other Tales

Oscar Wilde

This is a collection of five short stories (The Happy Prince, The Nightingale and the Rose, The Selfish Giant, The Devoted Friend, and The Remarkable Rocket), that are fairytales like moral fables, not only for children, but drenched in subtle hints aimed at the older readers. Each little story is a beautifully told allegory touching to the heart. Each tale in this compilation is different but there is a strong lesson that could be seen in all. This is the lesson of love and friendship, how it differs in every scenario and what exactly is true love or devoted friendship. The lessons teach in these stories of good and bad, bad might not be necessarily evil but more of the selfish kind, it talked of selflessness and how true love redeems everything in the end. These tales are dark and colorful at the same time, and deal mostly with selfishness, compassion, egotism, Christianity, goodwill and love.

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The Hash Knife Outfit

Zane Grey

The sequel to The Drift Fence, featuring the continuing story of Jim Traft and Molly Dunn and introducing Jims sister Glorianna, who finds more than she bargained for in the West. When Gloriana Traft came to Arizona to visit her tenderfoot brother Jim, trouble was rampant in Yellow Jacket. The notorious Hash Knife Outfit of rustlers and gunmen were stealing the ranchers cattle and terrorizing the beautiful valley. Guns would blaze and blood would run hot and red before Goloriana and her brother became true and valiant citizens of the frontier West. Zane Grey paints a pretty picture of the land, the men and women who settled it, and they danger of cowboy life.

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The Haunted and the Haunters. Or, The House and the Brain

Edward Bulwer-Lytton

Sir Edward Bulwer-Lytton (1803-1873), a prolific Victorian novelist, member of Parliament, and Secretary of State for the colonies, wrote in a variety of genres, including historical fiction, mystery, romance, the occult, and science fiction. The protagonist of this book thinks that all stories related to ghosts, could be explained with a reasonable point of view. Now he has to solve the mystery of a haunted house... What adventures did he face? Read the story to know!

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The Haunted Man and the Ghost\'s Bargain

Charles Dickens

The Haunted Man and the Ghost’s Bargain - a novella by Charles Dickens, an English writer who is regarded by many as the greatest novelist of the Victorian era.   Redlaw is a teacher of chemistry who often broods over wrongs done him and grief from his past. He is haunted by a spirit, who is not so much a ghost as Redlaw's phantom twin and is "an awful likeness of himself...with his features, and his bright eyes, and his grizzled hair, and dressed in the gloomy shadow of his dress..." This spectre appears and proposes to Redlaw that he can allow him to "forget the sorrow, wrong, and trouble you have known...to cancel their remembrance..." Redlaw is hesitant at first, but finally agrees.