Data Feast
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| Author | : Newman-Pont, Vivian |
| Publisher | : Djusticia |
| Total Pages | : 196 |
| Release | : 2020-11-25 |
| Genre | : Law |
| ISBN | : 9585597535 |
This book addresses the multiple challenges of this new type of system. It seeks to show how, in the digital age, companies pursue the massive collection of personal data and how they deal with their power of information accumulation while also trying to push forward their business strategy. In the case of the Internet giants—Google, Amazon, Facebook, Apple, and Microsoft (GAFAM)—they now possess an ability to reconfigure the behaviour of individuals, clients, and citizens globally. Specifically, this book analyzes the privacy policies of selected companies that use data-driven business models in four Latin American countries: Brazil, Chile, Colombia, and Mexico. It also assesses how prepared these states are to protect their citizens against the exploitation of their personal data and to face the legal and technical challenges of Big Data in an ever-changing transnational context, and with actors more powerful than nation states.
| Author | : Vishwajyoti Pandey |
| Publisher | : BPB Publications |
| Total Pages | : 167 |
| Release | : 2022-02-22 |
| Genre | : Antiques & Collectibles |
| ISBN | : 9355510233 |
Implementing ML pipelines using MLOps KEY FEATURES ● In-depth knowledge of MLOps, including recommendations for tools and processes. ● Includes only open-source cloud-agnostic tools for demonstrating MLOps. ● Covers end-to-end examples of implementing the whole process on Google Cloud Platform. DESCRIPTION This book will provide you with an in-depth understanding of MLOps and how you can use it inside an enterprise. Each tool discussed in this book has been thoroughly examined, providing examples of how to install and use them, as well as sample data. This book will teach you about every stage of the machine learning lifecycle and how to implement them within an organisation using a machine learning framework. With GitOps, you'll learn how to automate operations and create reusable components such as feature stores for use in various contexts. You will learn to create a server-less training and deployment platform that scales automatically based on demand. You will learn about Polyaxon for machine learning model training, and KFServing, for model deployment. Additionally, you will understand how you should monitor machine learning models in production and what factors can degrade the model's performance. You can apply the knowledge gained from this book to adopt MLOps in your organisation and tailor the requirements to your specific project. As you keep an eye on the model's performance, you'll be able to train and deploy it more quickly and with greater confidence. WHAT YOU WILL LEARN ● Quick grasp of the entire machine learning lifecycle and tricks to manage all components. ● Learn to train and validate machine learning models for scalability. ● Get to know the pros of cloud computing for scaling ML operations. ● Covers aspects of ML operations, such as reproducibility and scalability, in detail. ● Get to know how to monitor machine learning models in production. ● Learn and practice automating the ML training and deployment processes. WHO THIS BOOK IS FOR This book is intended for machine learning specialists, data scientists, and data engineers who wish to improve and increase their MLOps knowledge to streamline machine learning initiatives. Readers with a working knowledge of the machine learning lifecycle would be advantageous. TABLE OF CONTENTS 1. DS/ML Projects – Initial Setup 2. ML Projects Lifecycle 3. ML Architecture – Framework and Components 4. Data Exploration and Quantifying Business Problem 5. Training & Testing ML model 6. ML model performance measurement 7. CRUD operations with different JavaScript frameworks 8. Feature Store 9. Building ML Pipeline
| Author | : Anthony John Spalinger |
| Publisher | : Otto Harrassowitz Verlag |
| Total Pages | : 200 |
| Release | : 1996 |
| Genre | : Religion |
| ISBN | : 9783447038737 |
This volume covers the numerous small lists of feasts that occur mainly on stelae and in tombs. A chronological study is presented wherein the major phases of Pharaonic Egypt (Old Kingdom to the Ptolemaic Period) are covered. Questions of dating these inscriptions as well as reasons concerning alterations in the lists form a major part of the discussion. In particular, differences in arrangement of these private celebrations both within a specific time period as well as between eras provide causes for the alterations of religious patterns of a non-royal sort. Calendrical ideas are likewise surveyed although for the most part the aim of this study remains focused upon the religious events themselves.Material of an ancillary nature (including some data from royal inscriptions) will be found only when they provide light upon the private religious practices.
| Author | : John Hutchinson |
| Publisher | : |
| Total Pages | : 398 |
| Release | : 1749 |
| Genre | : Theology |
| ISBN | : |
| Author | : Sidney Shek |
| Publisher | : Lulu.com |
| Total Pages | : 72 |
| Release | : 2012-01-01 |
| Genre | : Computers |
| ISBN | : 057809424X |
Data has become a factor of production, like labor and steel, and is driving a new data-centered economy. The Data rEvolution is about data volume, variety, velocity and value. It is about new ways to organize and manage data for rapid processing using tools like Hadoop and MapReduce. It is about the explosion of new tools for "connecting the dots" and increasing knowledge, including link analysis, temporal analysis and predictive analytics. It is about a vision of "analytics for everyone" that puts sophisticated statistics into the hands of all. And, it is about using visual analytics to parse the data and literally see new relationships and insights on the fly. As the data and tools become democratized, we will see a new world of experimentation and creative problem-solving, where data comes from both inside and outside the organization. Your own data is not enough. This report is a must-read for IT and business leaders who want to maximize the value of data for their organization.
| Author | : Kathleen Pribyl |
| Publisher | : Springer |
| Total Pages | : 309 |
| Release | : 2017-07-10 |
| Genre | : Technology & Engineering |
| ISBN | : 3319559532 |
This book is situated at the cross-roads of environmental, agricultural and economic history and climate science. It investigates the climatic background for the two most significant risk factors for life in the crisis-prone England of the Later Middle Ages: subsistence crisis and plague. Based on documentary data from eastern England, the late medieval growing season temperature is reconstructed and the late summer precipitation of that period indexed. Using these data, and drawing together various other regional (proxy) data and a wide variety of contemporary documentary sources, the impact of climatic variability and extremes on agriculture, society and health are assessed. Vulnerability and resilience changed over time: before the population loss in the Great Pestilence in the mid-fourteenth century meteorological factors contributing to subsistence crises were the main threat to the English people, after the arrival of Yersinia pestis it was the weather conditions that faciliated the formation of recurrent major plague outbreaks. Agriculture and harvest success in late medieval England were inextricably linked to both short term weather extremes and longer term climatic fluctuations. In this respect the climatic transition period in the Late Middle Ages (c. 1250-1450) is particularly important since the broadly favourable conditions for grain cultivation during the Medieval Climate Optimum gave way to the Little Ice Age, when agriculture was faced with many more challenges; the fourteenth century in particular was marked by high levels of climatic variability.
| Author | : RYAN. DOAN |
| Publisher | : Packt Publishing Ltd |
| Total Pages | : 190 |
| Release | : 2024-07-31 |
| Genre | : Computers |
| ISBN | : 1835887511 |
Unlock the secrets to mastering LLMOps with innovative approaches to streamline AI workflows, improve model efficiency, and ensure robust scalability, revolutionizing your language model operations from start to finish Key Features Gain a comprehensive understanding of LLMOps, from data handling to model governance Leverage tools for efficient LLM lifecycle management, from development to maintenance Discover real-world examples of industry cutting-edge trends in generative AI operation Purchase of the print or Kindle book includes a free PDF eBook Book Description The rapid advancements in large language models (LLMs) bring significant challenges in deployment, maintenance, and scalability. This Essential Guide to LLMOps provides practical solutions and strategies to overcome these challenges, ensuring seamless integration and the optimization of LLMs in real-world applications. This book takes you through the historical background, core concepts, and essential tools for data analysis, model development, deployment, maintenance, and governance. You’ll learn how to streamline workflows, enhance efficiency in LLMOps processes, employ LLMOps tools for precise model fine-tuning, and address the critical aspects of model review and governance. You’ll also get to grips with the practices and performance considerations that are necessary for the responsible development and deployment of LLMs. The book equips you with insights into model inference, scalability, and continuous improvement, and shows you how to implement these in real-world applications. By the end of this book, you’ll have learned the nuances of LLMOps, including effective deployment strategies, scalability solutions, and continuous improvement techniques, equipping you to stay ahead in the dynamic world of AI. What you will learn Understand the evolution and impact of LLMs in AI Differentiate between LLMOps and traditional MLOps Utilize LLMOps tools for data analysis, preparation, and fine-tuning Master strategies for model development, deployment, and improvement Implement techniques for model inference, serving, and scalability Integrate human-in-the-loop strategies for refining LLM outputs Grasp the forefront of emerging technologies and practices in LLMOps Who this book is for This book is for machine learning professionals, data scientists, ML engineers, and AI leaders interested in LLMOps. It is particularly valuable for those developing, deploying, and managing LLMs, as well as academics and students looking to deepen their understanding of the latest AI and machine learning trends. Professionals in tech companies and research institutions, as well as anyone with foundational knowledge of machine learning will find this resource invaluable for advancing their skills in LLMOps.
| Author | : Philip Greene |
| Publisher | : Penguin |
| Total Pages | : 290 |
| Release | : 2018-10-16 |
| Genre | : Cooking |
| ISBN | : 0143133012 |
Winner of the 13th Annual Spirited Award, for Best New Book on Drinks Culture, History or Spirits A history of the Lost Generation in 1920s Paris told through the lens of the cocktails they loved In the Prohibition era, American cocktail enthusiasts flocked to the one place that would have them--Paris. In this sweeping look at the City of Light, cocktail historian Philip Greene follows the notable American ex-pats who made themselves at home in Parisian cafes and bars, from Ernest Hemingway, F. Scott Fitzgerald, and Gertrude Stein to Picasso, Coco Chanel, Cole Porter, and many more. A Drinkable Feast reveals the history of more than 50 cocktails: who was imbibing them, where they were made popular, and how to make them yourself from the original recipes of nearly a century ago. Filled with anecdotes and photos of the major players of the day, you'll feel as if you were there yourself, walking down the boulevards with the Lost Generation.
| Author | : |
| Publisher | : |
| Total Pages | : 438 |
| Release | : 1989-02-14 |
| Genre | : |
| ISBN | : |
PCMag.com is a leading authority on technology, delivering Labs-based, independent reviews of the latest products and services. Our expert industry analysis and practical solutions help you make better buying decisions and get more from technology.
| Author | : Nigella Lawson |
| Publisher | : Knopf Canada |
| Total Pages | : 917 |
| Release | : 2013-02-05 |
| Genre | : Cooking |
| ISBN | : 030736397X |
Feast is written to stand alongside Nigella’s classic and best loved book, How to Eat. Comprehensive and informed, this stunning new book will be equally at home in the kitchen or on the bedside table. A feast for both the eyes and the senses, written with Nigella Lawson’s characteristic flair and passion, Feast: Food that Celebrates Life is a major book in the style of her classic How to Eat, applying Nigella’s “Pleasures and Principles of Good Food” to the celebrations and special occasions of life. Essentially about families and food, about public holidays and private passions, about how to celebrate the big occasions and the small everyday pleasures — those times when food is more than just fuel — Feast takes us through Christmas, Thanksgiving and birthdays, to Passover and a special Sardinian Easter; from that first breakfast together to a meal fit for the in-laws; from seasonal banquets of strawberries or chestnuts to the ultimate chocolate cake; from food for cheering up the “Unhappy Hour” to funeral baked-meats; from a Georgian feast to a love-fest; from Nigella’s all-time favourite dish to a final New Year fast. Evocative, gorgeous, refreshingly uncomplicated and full of ideas, Feast proclaims Nigella’s love of life and great food with which to celebrate it. Packed with over 200 recipes from all over the world — and from near home — with helpful menus for whole meals, and more than 120 colour photographs, Feast is destined to become a classic.
