Gain the key knowledge and skills required to manage data science projects using Comet Key Features • Discover techniques to build, monitor, and optimize your data science projects • Move from prototyping to production using Comet and DevOps tools • Get to grips with the Comet experimentation platform Book Description This book provides concepts and practical use cases which can be used to quickly build, monitor, and optimize data science projects. Using Comet, you will learn how to manage almost every step of the data science process from data collection through to creating, deploying, and monitoring a machine learning model. The book starts by explaining the features of Comet, along with exploratory data analysis and model evaluation in Comet. You'll see how Comet gives you the freedom to choose from a selection of programming languages, depending on which is best suited to your needs. Next, you will focus on workspaces, projects, experiments, and models. You will also learn how to build a narrative from your data, using the features provided by Comet. Later, you will review the basic concepts behind DevOps and how to extend the GitLab DevOps platform with Comet, further enhancing your ability to deploy your data science projects. Finally, you will cover various use cases of Comet in machine learning, NLP, deep learning, and time series analysis, gaining hands-on experience with some of the most interesting and valuable data science techniques available. By the end of this book, you will be able to confidently build data science pipelines according to bespoke specifications and manage them through Comet. What you will learn • Prepare for your project with the right data • Understand the purposes of different machine learning algorithms • Get up and running with Comet to manage and monitor your pipelines • Understand how Comet works and how to get the most out of it • See how you can use Comet for machine learning • Discover how to integrate Comet with GitLab • Work with Comet for NLP, deep learning, and time series analysis Who this book is for This book is for anyone who has programming experience, and wants to learn how to manage and optimize a complete data science lifecycle using Comet and other DevOps platforms. Although an understanding of basic data science concepts and programming concepts is needed, no prior knowledge of Comet and DevOps is required.

What are these graceful visitors to our skies? We now know that they bring both life and death and teach us about our origins. Comet begins with a breathtaking journey through space astride a comet. Pulitzer Prize-winning astronomer Carl Sagan, author of Cosmos and Contact, and writer Ann Druyan explore the origin, nature, and future of comets, and the exotic myths and portents attached to them. The authors show how comets have spurred some of the great discoveries in the history of science and raise intriguing questions about these brilliant visitors from the interstellar dark. Were the fates of the dinosaurs and the origins of humans tied to the wanderings of a comet? Are comets the building blocks from which worlds are formed? Lavishly illustrated with photographs and specially commissioned full-color paintings, Comet is an enthralling adventure, indispensable for anyone who has ever gazed up at the heavens and wondered why. Praise for Comet "Simply the best." —The Times of London "Fascinating, evocative, inspiring." —The Washington Post "Comet humanizes science. A beautiful, interesting book." —United Press International "Masterful . . . science, poetry, and imagination." —The Atlanta Journal & Constitution

Having escaped domestic servitude in Germany by teaching herself to sing, and established a career in England, Caroline Herschel learned astronomy while helping her brother William, then Astronomer Royal. Soon making scientific discoveries in her own right, she swept to international scientific and popular fame. She was awarded a salary by George III in 1787 -- the first woman in Britain to make her living from science. But, as a woman in a male-dominated world, Herschel's great success was achieved despite constant frustration of her ambitions. Drawing on original sources -- including Herschel's diaries and her fiery letters -- Claire Brock tells the story of a woman determined to win independence and satisfy her astronomical ambition.

How did a company best known for its glass jars hit a comet 83 million miles away? The answer involves technical expertise, heroic dedication, an industrial giant’s push to modernize, Hitler’s V-2 rocket, speakers destined for a Hall & Oates summer concert tour, and the search for life’s origins. In “From Jars to the Stars: How Ball Came to Build a Comet-Hunting Machine,” award-winning science journalist Todd Neff presents an inside look at the backgrounds and motivations of the men and women who actually create the spacecraft on which the American space program rides. A timeless story of science, engineering, politics and business strategy intertwining to bring success in the brutal business of space, “From Jars to the Stars” is a lively account of one of mankind’s great modern achievements. It is a story about people, foremost those on the Deep Impact mission, which smashed a spacecraft into the comet Tempel 1. “From Jars to the Stars” explores the improbable beginnings of Ball Aerospace & Technologies Corp., which built the comet hunter, and the evolution of the American space agency that funded it. The book begins with the story of a group of University of Colorado students who built a “sun seeker” for the noses of sounding rockets studying the home star. The pathbreaking device sparked the creation and development of both Ball Aerospace and the University of Colorado’s formidable Laboratory for Atmospheric and Space Physics. “From Jars to the Stars” describes how Ed Ball, president of the Ball Brothers Company of Muncie, Indiana, ended up owning a space business in Boulder, Colorado, through a combination of strategic intent and serendipity. Neff explores the personalities and the technologies behind Ball’s pioneering spacecraft, the Orbiting Solar Observatory launched in 1962. The Ball orbiter prepares the ground for Deep Impact, showing readers how much—and how little—changed across four decades of American space exploration. Neff goes on to show how Ball Aerospace evolved into an organization capable of building seven Hubble Space Telescope instruments as well as the comet hunter at the center of the story. The author describes the development of the American space enterprise as it went from emphasizing big-budget “gigabuck” missions to “faster, better, cheaper” spacecraft of the sort Ball specialized in. Neff pays special mind to NASA’s Jet Propulsion Laboratory, the world leader in interplanetary space exploration and Ball’s partner on Deep Impact. It was often a rocky marriage. Throughout, Neff makes clear that robotic space missions are indeed manned: the people just happen to stay on the ground.

The diminutive size of cometary bodies is in no way proportional to their scientific importance. Theorists suggest that comets played a major role in the development of the Earth and subsequent collosions of comets may have wiped out various life forms, allowing only the most adaptable to develop further. In short, the study of comets is important from a historical perspective, scientifically compelling and, at the same time, entertaining. In this authoritative book, the development of cometary ideas is traced from antiquity through the actual fly-by of Halley by international spacecraft in 1986. The focus is on the cometary theories that were evident in each era. Included are many colorful anecdotes and information about culture and important personalities throughout history. Also contains an exhaustive catalog of all comet apparitions through the year 1700.