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.

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.

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.

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.

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.

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.

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!

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.  

The Haunted Man and the Ghosts Bargain

Charles Dickens

The Haunted Man and the Ghosts Bargain is an 1848 ghost story by Charles Dickens. It is the final novella in Dickens series of five Christmas Books, the first and best known of which is A Christmas Carol. For Victorians these ghost stories began to be associated with Christmas time, and the end of the year. In this story, Dickens narrates the hair-raising experiences of a teacher of chemistry Redlaw. As the protagonist dwells on his past sorrows and mistakes, a phantom visits him. It offers him a bizarre escape from painful recollections of yesteryear by offering to eradicate his memory. Where he once felt interest, compassion, and sympathy, he is filled with selfishness and ingratitude, and this affliction spreads to everyone the man has contact with. The only one not affected by this is Milly. In this, like Mr. Scrooge in A Christmas Carol, the man learns some important life lessons and is given another chance at life and being a better person.

The Headsman. The Abbaye des Vignerons

James Fenimore Cooper

The events of the novel take place not on the American continent, but in the very heart of Europe. Almost all the characters in the novel are forced in extreme circumstances to reveal themselves in a new light: some, with all their desire, cannot disguise their meanness, greed, inner readiness for betrayal, others show the highest nobility and purity of human qualities.

The Headswoman

Kenneth Grahame

The Headswoman is an unusual little tale about the power a woman can wield. A funny, witty, intelligent story about an executioner. Along the way, Grahame takes shots at lawyers and small town officials, among others. Thoroughly delightful and well worth reading.

The Hearts Highway. A Romance of Virginia in the Seventeenth Century

Mary E. Wilkins Freeman

This is a historical novel written in the 1900s but set in 1680s Jamestown, Virginia. The plot revolves around the anger of the colonists over the Navigation Act, which robbed them of their profits from the tobacco crop. At the center of this little rebellion is the romance between Harry Wingfield, a gentleman tutor, and Mary Cavendish, a headstrong eighteen-year-old.

The Herapath Property

Joseph Smith Fletcher

Jacob Herapat, wealthy real estate developer and Member of Parliament. found dead. With a gun at my side. But, it seems, an hour later the coachman brings him home. And what according to his will, what surprises she will open. Several people, including the police, are trying to solve the mystery.

The Heritage of the Desert

Zane Grey

The novel begins in the desert of southern Utah. It is the 1870s. John Hare is a young cowboy who was rescued from sure death by a Mormon rancher by the name of August Naab. Naab puts him to work with an adopted daughter, Mescal, who tends his herd of sheep. Out in the open air, Hare not only recovers his health; he falls for Mescal in a big way. The greatest danger Hare faces though, is over Mescal, a half-Navajo shepherdess who is already promised in marriage to Naabs first-born son. The Mormon religion, however, demands that the girl shall become the second wife of one of the Mormons. Well, thats the problem of this great story.

The Heritage of the Sioux

B.M. Bower

Pioneering Western writer Bertha Muzzy Bower gained critical acclaim by bringing a unique female perspective to her tales of ranch life. In The Heritage of the Sioux, Bower brings a similarly empathic perspective to her fictionalized account of one of the most storied Native American tribes. It is widely considered to be one of the top 100 greatest books of all time. This great novel will surely attract a whole new generation of readers. The Heritage Of The Sioux by B.M. Bower was a much loved American author who wrote novels, fictional short stories, and screenplays about the American Old West. A great addition to any collection.

The Hermit and the Wild Woman and Other Stories

Edith Wharton

Seven short stories from the prolific Pulitzer Prize-winning American novelist Edith Wharton. With a wide variety of protagonists a cloistered monk to a struggling artist to a Governor to a New England lawyers wife she is flexing her writing muscles and trying on personas. Includes The Last Asset, In Trust, The Pretext, The Verdict, The Pot-Boiler, and The Best Man. In the title story, the reader learns that the hermit, as a young boy, witnessed the killing of his parents and sister during an attack on his town. As a result of his trauma, he has retreated into isolation until he meets a wild woman who comes to live nearby. Highly recommended when you want something short but stimulating between longer reads!