The Regularization Cookbook. Explore practical recipes to improve the functionality of your ML models

Vincent Vandenbussche, Akin Osman Kazakci

Regularization is an infallible way to produce accurate results with unseen data, however, applying regularization is challenging as it is available in multiple forms and applying the appropriate technique to every model is a must. The Regularization Cookbook provides you with the appropriate tools and methods to handle any case, with ready-to-use working codes as well as theoretical explanations. After an introduction to regularization and methods to diagnose when to use it, you’ll start implementing regularization techniques on linear models, such as linear and logistic regression, and tree-based models, such as random forest and gradient boosting. You’ll then be introduced to specific regularization methods based on data, high cardinality features, and imbalanced datasets. In the last five chapters, you’ll discover regularization for deep learning models. After reviewing general methods that apply to any type of neural network, you’ll dive into more NLP-specific methods for RNNs and transformers, as well as using BERT or GPT-3. By the end, you’ll explore regularization for computer vision, covering CNN specifics, along with the use of generative models such as stable diffusion and Dall-E.By the end of this book, you’ll be armed with different regularization techniques to apply to your ML and DL models.

The Reinforcement Learning Workshop. Learn how to apply cutting-edge reinforcement learning algorithms to a wide range of control problems

Alessandro Palmas, Emanuele Ghelfi, Dr. Alexandra Galina Petre, Mayur Kulkarni, ...

Various intelligent applications such as video games, inventory management software, warehouse robots, and translation tools use reinforcement learning (RL) to make decisions and perform actions that maximize the probability of the desired outcome. This book will help you to get to grips with the techniques and the algorithms for implementing RL in your machine learning models.Starting with an introduction to RL, youÔÇÖll be guided through different RL environments and frameworks. YouÔÇÖll learn how to implement your own custom environments and use OpenAI baselines to run RL algorithms. Once youÔÇÖve explored classic RL techniques such as Dynamic Programming, Monte Carlo, and TD Learning, youÔÇÖll understand when to apply the different deep learning methods in RL and advance to deep Q-learning. The book will even help you understand the different stages of machine-based problem-solving by using DARQN on a popular video game Breakout. Finally, youÔÇÖll find out when to use a policy-based method to tackle an RL problem.By the end of The Reinforcement Learning Workshop, youÔÇÖll be equipped with the knowledge and skills needed to solve challenging problems using reinforcement learning.

The Relentless City

E.F. Benson

The Relentless City is a manners novel built around Lord Bertie Keynes, intending to inherit the title and pledged property of a young English widow. These two people decide they want to marry wealth, and that means marrying Americans. Bertie must marry money, and Sybil admires the American spirit. A novel about the American way of life, embodied by the millionaire and workaholic himself, a former railway porter, Lewis Palmer a man whose whole life is directed, with great concern, to making money.

The Reporter

Edgar Wallace

In 1919-1920 Edgar Wallace wrote a series of ten short stories featuring the investigative reporter York Symon for publication in the British monthly The Novel Magazine. In 1928 the series was reprinted in Pearsons Weekly. In the following year Edgar Wallace collected nine of the stories in a book entitled The Reporter. The Reporter is a detective story about a police reporter named Wise Symon and his tricks of the trade. A collection presents 9 short stories that include The Writings of Maconochie Hoe, The Crime of Gai Joi, The Safe Deposit at the Social Club, and the two connected stories The Case of Crook Beresford and The Last Throw of Crook Beresford. The stories are fast-paced and well written but definitely a product of their time and place!

The Republic

Plato

Plato was the first Western philosopher to apply philosophy to politics. His ideas on, for example, the nature and value of justice, and the relationship between justice and politics, have been extraordinarily influential. The Republic of Plato is the longest of his works with the exception of the Laws, and is certainly the greatest of them. Presented as a series of dialogue between Socrates and Platos brothers Adeimantus and Glaucon, in eleven parts Plato step by step forms his ideal state, its rulers, their education, womens position and the position of art and poetry in the new state. With remarkable lucidity and deft use of allegory, Plato arrives at a depiction of a state bound by harmony and ruled by philosopher kings. And if you examine carefully, you will see the truth of many of his view points, especially those relating to imperfect societies.

The Rescue. A Romance of the Shallows

Joseph Conrad

Rescue is not just muscular descriptions of a boiling sea or some kind of intrigue or action. Konrad decisively decides things like lengthy / nuanced conversations. But, as in all his books, Rescue is darkly intense, much more happening under the surface than even the characters think. This is not an easy book to concentrate on. Tension, uncertainty about what will happen next, a gloomy atmosphere all this is alive and overwhelming.

The Research Magnificent

Herbert George Wells

Mr. Wells builds novels out of ideas as other men build them of imagery and emotions. H. G. Wells takes us on a very entertaining and profound journey via a character named William who insists on living life nobly and thoroughly. Starting in his boyhood, and throughout his life, it produced profound adventures, yet also make him ridiculous, and even inspiring. It is a passion for courage, for personal nobility, for service to others, for self-sacrificing, all for the social betterment of the whole world. William gets into all sorts of hilarious trouble for living up to his ideals with a lot of it being ironic. The very people he seeks to defend or sacrifice himself for are the ones who take advantage of him, and often he finds himself subject to the logical consequences of adhering to his particular ideal. No matter what happens, he keeps pushing forward and sticking with his principles.

The Return of Bulldog Drummond

H.C. McNeile

A stranger comes to the house of detective Hugh Bulldog Drummond asking for help. Hugh is always ready to get down to business. However, two overseers abruptly appear, asking about a man named Morris, the famous assassin who escaped from Dartmoor. The detective says that they are looking for the wrong man and helps the criminal to hide. So who is this stranger?

The Return of Clubfoot

Valentine Williams

An Espionage/Adventure Classic! With The Return of Clubfoot, Valentine Williams has penned a thrilling page-turner of mystery, love, adventure, and intrigue. Whilst spending a holiday in a small Central American Republic, Desmond Okewood, of the Secret Service, learns from a dying beachcomber of a hidden treasure. With the assistance of a millionaire, he sets out for an island in the Pacific. To his astonishment he discovers that the Man with the Clubfoot, whom he had regarded as dead and who had shot his brother Francis, has anticipated him. The circumstances of how Okewood gains knowledge of the treasure and the subsequent pursuit by Okewoods nemesis, Clubfoot, in which the millionaires pretty daughter takes a prominent part, made for a fast-paced, suspenseful, and entertaining read highlighted by a romantic interest and a satisfying ending.

The Return of Don Quixote

G.K. Chesterton

Chestertons last novel is a reflection of his first novel. Michael Herne, the librarian at Seawood Abbey, is asked to play the part of a medieval king. He not only takes his role seriously by thoroughly researching the Middle Ages, when the play is concluded, he refuses to take off the costume... Set in the early 20th Century, this is the intriguing story of the rise of a new Don Quixote who introduces a medieval government into the world of big business.

The Return of Sherlock Holmes

Arthur Conan Doyle

The Return of Sherlock Holmes - a collection of stories by Arthur Conan Doyle, a British writer and medical doctor. He created the characters of Sherlock Holmes and Dr. Watson. The Sherlock Holmes stories are considered milestones in the field of crime fiction.   This collection of stories consists of:  "The Adventure of the Empty House" "The Adventure of the Norwood Builder" "The Adventure of the Dancing Men" "The Adventure of the Solitary Cyclist" "The Adventure of the Priory School" "The Adventure of Black Peter" "The Adventure of Charles Augustus Milverton" "The Adventure of the Six Napoleons" "The Adventure of the Three Students" "The Adventure of the Golden Pince-Nez" "The Adventure of the Missing Three-Quarter" "The Adventure of the Abbey Grange" "The Adventure of the Second Stain"

The Return of Sherlock Holmes. Illustrated Edition

Arthur Conan Doyle

Illustrated edition with original illustrations by Sidney Edward Paget, a famous British illustrator, best known for his illustrations that accompanied Arthur Conan Doyles Sherlock Holmes stories in The Strand magazine. The Return of Sherlock Holmes is a collection of thirteen short stories by Arthur Conan Doyle, featuring his fictional detective Sherlock Holmes. All of the stories are told in a first-person narrative from the point of view of Dr. John H. Watson, Holmes friend, assistant and sometime flatmate.

The Return of Tarzan

Edgar Rice Burroughs

“The Return of Tarzan“ is a novel by Edgar Rice Burroughs, an American fiction writer, who created such great characters as Tarzan and John Carter of Mars.   This is the second novel in a series of twenty-four books about the title character Tarzan. The story follows Tarzan's adventures, from his childhood being raised by apes in the jungle to his eventual encounters with other humans and Western society.  

The Return of the Mucker

Edgar Rice Burroughs

“The Return of the Mucker“ is a novel by Edgar Rice Burroughs, an American fiction writer, who created such great characters as Tarzan and John Carter of Mars.   This is a second book in the Mucker series.  Billy returns to his old Chicago haunts intending to clear his name. His time with Barbara imbued him with faith in the law and justice. However, he soon realizes that the system is more interested in finding someone guilty than in finding the guilty party. Awaiting the verdict, he reads that Barbara and Mallory are about to marry. He is found guilty and sentenced to life imprisonment. Disillusioned, he jumps from the train carrying him to the state prison.  

The Return of the Native

Thomas Hardy

Young beauty Eustace Way, passionate, self-willed, selfish and ambitious, eager to break out of the hateful rural outback into a different life, full of splendor, fun and pleasure. Meanwhile, after several years of service as a manager in a Paris jewelry salon, Clime Ibright returns to his Blooms End estate, who also wants to live a different life - to settle in his native land and open a school for the rural poor. Soon, Eustace and Klyme meet - and this meeting is destined to be fatal for both ...

The Return of the Rancher

Max Brand

Accused, tried, and convicted of robbery and murder that he did not commit, Jim Seton rotted in jail for five long years. Although the townspeople said he was lucky not to hang, that wasnt how Jim saw it. He didnt take kindly to being railroaded. Now he was free and ready. He was an innocent man whod been sent to hell, and he was ready, willing, and able to return the favor. The Return of the Rancher is a classical western excitement at its very best by a master of the genre. Max Brand is one of the most exciting and talented writers working in the Western genre who has been labeled one of the top three Western novelists of all time so western fans will be in for a treat.