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Automated Machine Learning: Hyperparameter optimization, neural architecture search, and algorithm selection with cloud platforms, Masood Adnan


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Цена: 9010.00р.
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При оформлении заказа до: 2025-07-23
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Автор: Masood Adnan
Название:  Automated Machine Learning: Hyperparameter optimization, neural architecture search, and algorithm selection with cloud platforms
ISBN: 9781800567689
Издательство: Packt Publishing
Классификация:




ISBN-10: 1800567685
Обложка/Формат: Paperback
Страницы: 312
Вес: 0.54 кг.
Дата издания: 18.02.2021
Язык: English
Размер: 23.50 x 19.05 x 1.65 cm
Читательская аудитория: General (us: trade)
Подзаголовок: Hyperparameter optimization, neural architecture search, and algorithm selection with cloud platforms
Рейтинг:
Поставляется из: США
Описание:

Get to grips with automated machine learning and adopt a hands-on approach to AutoML implementation and associated methodologies


Key Features:

  • Get up to speed with AutoML using OSS, Azure, AWS, GCP, or any platform of your choice
  • Eliminate mundane tasks in data engineering and reduce human errors in machine learning models
  • Find out how you can make machine learning accessible for all users to promote decentralized processes


Book Description:

Every machine learning engineer deals with systems that have hyperparameters, and the most basic task in automated machine learning (AutoML) is to automatically set these hyperparameters to optimize performance. The latest deep neural networks have a wide range of hyperparameters for their architecture, regularization, and optimization, which can be customized effectively to save time and effort.


This book reviews the underlying techniques of automated feature engineering, model and hyperparameter tuning, gradient-based approaches, and much more. Youll discover different ways of implementing these techniques in open source tools and then learn to use enterprise tools for implementing AutoML in three major cloud service providers: Microsoft Azure, Amazon Web Services (AWS), and Google Cloud Platform. As you progress, youll explore the features of cloud AutoML platforms by building machine learning models using AutoML. The book will also show you how to develop accurate models by automating time-consuming and repetitive tasks in the machine learning development lifecycle.


By the end of this machine learning book, youll be able to build and deploy AutoML models that are not only accurate, but also increase productivity, allow interoperability, and minimize feature engineering tasks.


What You Will Learn:

  • Explore AutoML fundamentals, underlying methods, and techniques
  • Assess AutoML aspects such as algorithm selection, auto featurization, and hyperparameter tuning in an applied scenario
  • Find out the difference between cloud and operations support systems (OSS)
  • Implement AutoML in enterprise cloud to deploy ML models and pipelines
  • Build explainable AutoML pipelines with transparency
  • Understand automated feature engineering and time series forecasting
  • Automate data science modeling tasks to implement ML solutions easily and focus on more complex problems


Who this book is for:

Citizen data scientists, machine learning developers, artificial intelligence enthusiasts, or anyone looking to automatically build machine learning models using the features offered by open source tools, Microsoft Azure Machine Learning, AWS, and Google Cloud Platform will find this book useful. Beginner-level knowledge of building ML models is required to get the best out of this book. Prior experience in using Enterprise cloud is beneficial.




Learning F# Functional Data Structures and Algorithms

Автор: Masood Adnan
Название: Learning F# Functional Data Structures and Algorithms
ISBN: 1783558474 ISBN-13(EAN): 9781783558476
Издательство: Неизвестно
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Цена: 8091.00 р.
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Drummer girl

Автор: Masood, Hiba
Название: Drummer girl
ISBN: 0990625974 ISBN-13(EAN): 9780990625971
Издательство: Неизвестно
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Цена: 5458.00 р.
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SQL Server 2014 Development Essentials

Автор: A. Masood-Al-Farooq Basit
Название: SQL Server 2014 Development Essentials
ISBN: 1782172556 ISBN-13(EAN): 9781782172550
Издательство: Неизвестно
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Цена: 8826.00 р.
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Afghanistan: the journey of state building and democracy

Автор: Amer, Ahmad Masood
Название: Afghanistan: the journey of state building and democracy
ISBN: 1528950615 ISBN-13(EAN): 9781528950619
Издательство: Неизвестно
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Цена: 1373.00 р.
Наличие на складе: Нет в наличии.

Описание: The Journey of State Building and Democracy in Afghanistan is a review of the state-building and democratic-governance process in the country which started after the US-led international intervention which toppled the Taliban regime and established a new government. This period marks a new era in the contemporary history of the country which it has never experienced before. From 1993-2001, the country was left deep in crisis and the world forgot Afghanistan after the collapse of the Soviet-backed regime in 1992 and creation of the Taliban. The nation experienced one of their darkest periods in history and the country was turned into a safe haven for international terrorism. After the 9/11, which shook the world, the country came back to international spot light. With support by the international community, reconstruction and development started and major investments were made in building state institutions and establishing democracy and freedom. With the global politics and foreign policy interest of the international allies constantly shifting, the country is again in a critical juncture. Albeit with relative success, there is fear that the country would backslide if international involvement is withdrawn. This book reviews the progress in institution building and the experience of democratic system of governance over the past two decades. It highlights critical points and lessons for the policy makers and the political elites to remedy the current situation and bring changes in as the country continues its journey.

Shehla masood

Автор: Sharma, Hemender
Название: Shehla masood
ISBN: 9353029635 ISBN-13(EAN): 9789353029630
Издательство: Неизвестно
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Цена: 3908.00 р.
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Описание: On 16 August 2011, RTI activist and environmentalist Shehla Masood was shot dead by contract killers in Bhopal. Shehla was the Madhya Pradesh convener of the 'India against Corruption' campaign launched by Anna Hazare, and had been trying to expose the unholy nexus between self-serving bureaucrats and politicians.The cover-up and attempts to tarnish her image started soon after: the local police tried to label her death a suicide, while the state chief minister ordered a CBI probe within forty-eight hours. In the end, how the crime was solved is a fascinating story worth recounting.Shehla's is the tale of a woman from a conventional family who stepped out into the world to make it on her own. Hers is a story replete with ambition, obsession and political intrigue. In this riveting account of the case, Hemender Sharma, a journalist and dear friend of Shehla's, peels away the layers to understand her life, the murder, its progress and its resolution.

Ancient Astronomy-Allah`s Narrative

Автор: Ahmed Mr Masood
Название: Ancient Astronomy-Allah`s Narrative
ISBN: 1983512532 ISBN-13(EAN): 9781983512537
Издательство: Неизвестно
Цена: 2340.00 р.
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Описание: Tackling science narrators of our age such as Lawrence M. Krauss, Neil deGrasse Tyson, Sean M. Carroll and Richard Dawkins, this book appeals commonly to all students of science & religion, Atheists or otherwise. Clearly, it is a book tailor-made to serve every Christian, Jewish and Muslim house.

A lucid illustration uncovering the mystery surrounding the face of God and faith. This book answers to the trending assertive of Naturalists (Atheists) claims of nothing from God has thus far reached us. The book takes the reader through origin sequences of the very beginnings of earth, its skies and the glitz in the dominant sky. A revelation of Abraham as a peer Astronomer-who earned a covenant of long poured out blessings on mankind and to whom Astronomers today owe dues. What this covenant means to human societies today and what is the argument of God. Scanning the promises of God to nations and His bestowal of hegemonies and legitimacy to rule. How are we performing amidst influential alien jinns and gatekeepers of heaven- the Angels? A mind-blowing telecast is drawn of jinns and the house of Angels in the backdrop of Cosmos we live surrounded in.

The purposes for the grand scale of the universe as wide and as incomprehensible as it is. The discussion that, why it is at this Cosmic scale is herein thoroughly derived from the Quran. Grappling science mysteries of time travel and fathoming our next home in the celestial patch, it dispels great misconceptions associated with doomsday that it is not the collapse of the universe as wrongly thought, but it is a collapse of sun's neighbourhood and its neighbouring stars. So, what does this mean to us? The answer to this and many questions on life, liberty, and events post doomday are elucidated in this book.


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