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Introduction to Data Science: Data Analysis and Prediction Algorithms with R introduces concepts and skills that can help you tackle real-world data analysis challenges. It covers concepts from probability, statistical inference, linear regression, and machine learning. It also helps you develop skills such as R programming, data wrangling, data visualization, predictive algorithm building, file organization with UNIX/Linux shell, version control with Git and GitHub, and reproducible document preparation. This book is a textbook for a first course in data science. No previous knowledge of R is necessary, although some experience with programming may be helpful. The book is divided into six parts: R, data visualization, statistics with R, data wrangling, machine learning, and productivity tools. Each part has several chapters meant to be presented as one lecture. The author uses motivating case studies that realistically mimic a data scientist’s experience. He starts by asking specific questions and answers these through data analysis so concepts are learned as a means to answering the questions. Examples of the case studies included are: US murder rates by state, self-reported student heights, trends in world health and economics, the impact of vaccines on infectious disease rates, the financial crisis of 2007-2008, election forecasting, building a baseball team, image processing of hand-written digits, and movie recommendation systems. The statistical concepts used to answer the case study questions are only briefly introduced, so complementing with a probability and statistics textbook is highly recommended for in-depth understanding of these concepts. If you read and understand the chapters and complete the exercises, you will be prepared to learn the more advanced concepts and skills needed to become an expert.
COMPARABLE IN LASTING significance to the famous classics TheWay of a Pilgrim and Brother Lawrence's The Practice of the Presence of God, this book is an extraordinary spiritual autobiography. It recounts the story of a homeless monk's journey as he travels the dusty roads and paths of the Indian subcontinent, from the ancient temples of the south to the awe-inspiring, snow-covered Himalayas of the north. This is the tale of a pilgrimage, vividly and compellingly told, taken with the hallmarks of complete faith in the Creator and constant remembrance of God. Swami Ramdas did not accept money and treated all people he encountered as manifestations of his Beloved. The narrative contains many inspiring accounts of how his pure love transformed people who at first treated him very harshly. Whatever situation he was placed in, he didn't fail to notice the lighter side, which appealed to his keen sense of the comic and ludicrous in life. He never lost this quality, even after he became God-intoxicated and lived on the road in total, blissful surrender to the divine will. Many readers find themselves in a lifelong love affair with this story. This book is the first in a trilogy chronicling Swami Ramdas' pilgrimage to God-realization. The next two volumes, In the Vision of God, volumes I and II, are also available from Blue Dove Press.
Struggling with an overgrown yard and his own aimlessness, Old MacDonald receives advice from the wise and ecologically sensible Little Red Hen, who helps him compost his way through the steps of creating a thriving organic farm. By the best-selling author of Wild About Books.
An all-new series from the masterful, #1 New York Times bestselling author Maggie Stiefvater! Every year, Blue Sargent stands next to her clairvoyant mother as the soon-to-be dead walk past. Blue never sees them--until this year, when a boy emerges from the dark and speaks to her.His name is Gansey, a rich student at Aglionby, the local private school. Blue has a policy of staying away from Aglionby boys. Known as Raven Boys, they can only mean trouble.But Blue is drawn to Gansey, in a way she can't entirely explain. He is on a quest that has encompassed three other Raven Boys: Adam, the scholarship student who resents the privilege around him; Ronan, the fierce soul whose emotions range from anger to despair; and Noah, the taciturn watcher who notices many things but says very little.For as long as she can remember, Blue has been warned that she will cause her true love to die. She doesn't believe in true love, and never thought this would be a problem. But as her life becomes caught up in the strange and sinister world of the Raven Boys, she's not so sure anymore.
Learn about the life cycle, habits, and habitat of red pandas.
Over 100,000 copies sold! A true story of a marine and the miraculously loyal dog he befriends in Iraq. Nubs, an Iraqi dog of war, never had a home or a person of his own. He was the leader of a pack of wild dogs living off the land and barely surviving. But Nubs's life changed when he met Marine Major Brian Dennis. The two formed a fast friendship, made stronger by Dennis's willingness to share his meals, offer a warm place to sleep, and give Nubs the kind of care and attention he had never received before. Nubs became part of Dennis's human "pack" until duty required the Marines to relocate a full 70 miles away--without him. Nubs had no way of knowing that Marines were not allowed to have pets. So began an incredible journey that would take Nubs through a freezing desert, filled with danger tofind his friend and would lead Dennis on a mission that would touch the hearts of people all over the world. Nubs and Dennis will remind readers that friendship has the power to cross deserts, continents, and even species.