This book offers an introduction to modern natural language processing using machine learning, focusing on how neural networks create a machine interpretable representation of the meaning of natural language. Language is crucially linked to ideas - as Webster's 1923 "English Composition and Literature" puts it: "A sentence is a group of words expressing a complete thought". Thus the representation of sentences and the words that make them up is vital in advancing artificial intelligence and other "smart" systems currently being developed. Providing an overview of the research in the area, from Bengio et al.'s seminal work on a "Neural Probabilistic Language Model" in 2003, to the latest techniques, this book enables readers to gain an understanding of how the techniques are related and what is best for their purposes. As well as a introduction to neural networks in general and recurrent neural networks in particular, this book details the methods used for representing words, senses of words, and larger structures such as sentences or documents. The book highlights practical implementations and discusses many aspects that are often overlooked or misunderstood. The book includes thorough instruction on challenging areas such as hierarchical softmax and negative sampling, to ensure the reader fully and easily understands the details of how the algorithms function. Combining practical aspects with a more traditional review of the literature, it is directly applicable to a broad readership. It is an invaluable introduction for early graduate students working in natural language processing; a trustworthy guide for industry developers wishing to make use of recent innovations; and a sturdy bridge for researchers already familiar with linguistics or machine learning wishing to understand the other.

Four more supernatural horror tales from the Hexiverse; a girl befriended by a creature made of letters, a man who continually wakes up in a hotel bedroom full of guilt, a girl obsessed with beings of light she believes took her mother and a family whose past transgressions may be finally catching up with them. Four stories, four artists, one universe.

Gone is our popular sci-fi mystery comic, about the AssistA robot, who wakes on board a vessel that should be home to thousands of crew, but is, in fact, desolate. Confused and alone, the AssistA sets off to find out where everyone has gone to. Along the way he starts receiving interference in the forms of memories from one of the crew members, from before everyone disappeared. But can AssistA trust these memories, and is it, in fact, as alone as it thinks it is?

After discovering experimental hallucinogenic pills, a troubled artist, struggling with post-traumatic stress disorder, embarks on a series of surreal trips into his subconscious - but is he ready for what he'll find there? As James Svengal searches for inner peace, his life spirals out of control and he is forced to confront harsh truths about his relationships, his work and himself. Animals talk, gramophones wash ashore, and relationships are tested in this surreal and affecting graphic novel from the critically acclaimed creative team of Lyndon White and Jordan Sam Adams.

Venture into the caves of the Pajoli to rescue Obishaa, ward to the Lightbringer Derilion. Every decision could lead one step closer to victory or death. Fight fierce monsters, trade with unscrupulous merchants and help the entrapped to ensure freedom. Cult of the Pajoli is book one in the Arcane Rites saga, where you control every action of Derilion the Lightbringer. With nothing but her wits, her weapons and her flaming shield, navigate the caves and outwit the foes to rescue Obishaa and live to fight another day. -- Simon Birks

The stars are going out. Night never ends and while others only wonder, Sparks, the bravest little robot, sets out to discover the reason why. Lyndon White's 'Sparks and the Fallen Star' tells the tale of Sparks, who sets off to discover why the stars are going out, and teams up with an otter who has caught one of the stars. Together, they brave the perilous would, and the even more perilous bird who will stop at nothing to claim all of the stars in the sky. Exciting, enchanting and uplifting, this is a beautiful tale of friendship and overcoming the dark. -- Simon Birks

Robyn is not the tale you know. It's characters are familiar and yet their roles are different. Abandoned as a child, Robyn sought solace in the forest, and raised herself in this harsh environment. She learned to trust no-one, especially not Tuck, as she lives from dawn to dusk in the shadows of Sherwood. Now, however, something is beginning, and it's something she cannot defeat alone. In this first arc of Robyn, we meet a band of people she must learn to protect, or face losing everything. -- Simon Birks

This morning, Hope Martinez woke up dead in a derelict apartment. To make matters worse, Danny, her on-off boyfriend, and the only person she comes close to trusting, lies murdered in the hallway outside. Shocked and confused, Hope runs, but only as far as the mysterious limousine parked outside the building. Sheltering inside from the cops, the chauffeur tells her the limo is now hers, and she must now go wherever the GPS tells her to collect the sinners. Before she can find out anything else, the chauffeur opens the trunk and gets sucked in, in a blinding flash of light. Now Hope is alone, with the limo, the GPS, and the whole of the US in front of her...

The stars are going out. Night never ends and while others only wonder, Sparks, the bravest little robot, sets out to discover the reason why.

Venture into the caves of the Pajoli to rescue Obishaa, ward to the Lightbringer Derilion. Every decision could lead one step closer to victory or death. Fight fierce monsters, trade with unscrupulous merchants and help the entrapped to ensure freedom. Cult of the Pajoli is book one in the Arcane Rites saga, where you control every action of Derilion the Lightbringer. With nothing but her wits, her weapons and her flaming shield, navigate the caves and outwit the foes to rescue Obishaa and live to fight another day. -- Simon Birks