A Human's Guide to Machine Intelligence

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Author :
Publisher : Penguin
ISBN 13 : 0525560904
Total Pages : 274 pages
Book Rating : 4.5/5 (255 download)

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Book Synopsis A Human's Guide to Machine Intelligence by : Kartik Hosanagar

Download or read book A Human's Guide to Machine Intelligence written by Kartik Hosanagar and published by Penguin. This book was released on 2020-03-10 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt: A Wharton professor and tech entrepreneur examines how algorithms and artificial intelligence are starting to run every aspect of our lives, and how we can shape the way they impact us Through the technology embedded in almost every major tech platform and every web-enabled device, algorithms and the artificial intelligence that underlies them make a staggering number of everyday decisions for us, from what products we buy, to where we decide to eat, to how we consume our news, to whom we date, and how we find a job. We've even delegated life-and-death decisions to algorithms--decisions once made by doctors, pilots, and judges. In his new book, Kartik Hosanagar surveys the brave new world of algorithmic decision-making and reveals the potentially dangerous biases they can give rise to as they increasingly run our lives. He makes the compelling case that we need to arm ourselves with a better, deeper, more nuanced understanding of the phenomenon of algorithmic thinking. And he gives us a route in, pointing out that algorithms often think a lot like their creators--that is, like you and me. Hosanagar draws on his experiences designing algorithms professionally--as well as on history, computer science, and psychology--to explore how algorithms work and why they occasionally go rogue, what drives our trust in them, and the many ramifications of algorithmic decision-making. He examines episodes like Microsoft's chatbot Tay, which was designed to converse on social media like a teenage girl, but instead turned sexist and racist; the fatal accidents of self-driving cars; and even our own common, and often frustrating, experiences on services like Netflix and Amazon. A Human's Guide to Machine Intelligence is an entertaining and provocative look at one of the most important developments of our time and a practical user's guide to this first wave of practical artificial intelligence.

Artificial Intelligence

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Author :
Publisher : Farrar, Straus and Giroux
ISBN 13 : 0374715238
Total Pages : 336 pages
Book Rating : 4.3/5 (747 download)

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Book Synopsis Artificial Intelligence by : Melanie Mitchell

Download or read book Artificial Intelligence written by Melanie Mitchell and published by Farrar, Straus and Giroux. This book was released on 2019-10-15 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: Melanie Mitchell separates science fact from science fiction in this sweeping examination of the current state of AI and how it is remaking our world No recent scientific enterprise has proved as alluring, terrifying, and filled with extravagant promise and frustrating setbacks as artificial intelligence. The award-winning author Melanie Mitchell, a leading computer scientist, now reveals AI’s turbulent history and the recent spate of apparent successes, grand hopes, and emerging fears surrounding it. In Artificial Intelligence, Mitchell turns to the most urgent questions concerning AI today: How intelligent—really—are the best AI programs? How do they work? What can they actually do, and when do they fail? How humanlike do we expect them to become, and how soon do we need to worry about them surpassing us? Along the way, she introduces the dominant models of modern AI and machine learning, describing cutting-edge AI programs, their human inventors, and the historical lines of thought underpinning recent achievements. She meets with fellow experts such as Douglas Hofstadter, the cognitive scientist and Pulitzer Prize–winning author of the modern classic Gödel, Escher, Bach, who explains why he is “terrified” about the future of AI. She explores the profound disconnect between the hype and the actual achievements in AI, providing a clear sense of what the field has accomplished and how much further it has to go. Interweaving stories about the science of AI and the people behind it, Artificial Intelligence brims with clear-sighted, captivating, and accessible accounts of the most interesting and provocative modern work in the field, flavored with Mitchell’s humor and personal observations. This frank, lively book is an indispensable guide to understanding today’s AI, its quest for “human-level” intelligence, and its impact on the future for us all.

AI and education

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Author :
Publisher : UNESCO Publishing
ISBN 13 : 9231004476
Total Pages : 50 pages
Book Rating : 4.2/5 (31 download)

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Book Synopsis AI and education by : Miao, Fengchun

Download or read book AI and education written by Miao, Fengchun and published by UNESCO Publishing. This book was released on 2021-04-08 with total page 50 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence (AI) has the potential to address some of the biggest challenges in education today, innovate teaching and learning practices, and ultimately accelerate the progress towards SDG 4. However, these rapid technological developments inevitably bring multiple risks and challenges, which have so far outpaced policy debates and regulatory frameworks. This publication offers guidance for policy-makers on how best to leverage the opportunities and address the risks, presented by the growing connection between AI and education. It starts with the essentials of AI: definitions, techniques and technologies. It continues with a detailed analysis of the emerging trends and implications of AI for teaching and learning, including how we can ensure the ethical, inclusive and equitable use of AI in education, how education can prepare humans to live and work with AI, and how AI can be applied to enhance education. It finally introduces the challenges of harnessing AI to achieve SDG 4 and offers concrete actionable recommendations for policy-makers to plan policies and programmes for local contexts. [Publisher summary, ed]

AN AI FOR STRUCTURAL INTEGRITY MONITORING

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Author :
Publisher : Kossi Ntiafalali Aziagba
ISBN 13 : 6501084946
Total Pages : 59 pages
Book Rating : 4.5/5 (1 download)

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Book Synopsis AN AI FOR STRUCTURAL INTEGRITY MONITORING by : Kossi Ntiafalali Aziagba

Download or read book AN AI FOR STRUCTURAL INTEGRITY MONITORING written by Kossi Ntiafalali Aziagba and published by Kossi Ntiafalali Aziagba. This book was released on 2024-07-14 with total page 59 pages. Available in PDF, EPUB and Kindle. Book excerpt: This AI system can be applied in various real-world scenarios, such as: - Bridge Monitoring: Continuous monitoring of bridges to detect early signs of wear and prevent collapses. - Building Inspections: Routine assessments of high-rise buildings to identify structural weaknesses. In the future, this AI could be explored and used by the entire population to identify construction anomalies and structural pathologies. Suppose you are in your room and suddenly notice a large crack in the main pillar of your roof. When this AI is ready, you will simply need to take 2 or 3 photos of the concerned area from different angles. The device will immediately analyze the damage, compare it with its data, describe the situation, and provide you with recommendations. The system could also automatically alert engineers and the government based on the severity of the case. Additionally, the system will have an integrated thermal camera to analyze thermal factors, determining the depth of the damage and the affected area.

Artificial Intelligence in Healthcare

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Author :
Publisher : Academic Press
ISBN 13 : 0128184396
Total Pages : 385 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Artificial Intelligence in Healthcare by : Adam Bohr

Download or read book Artificial Intelligence in Healthcare written by Adam Bohr and published by Academic Press. This book was released on 2020-06-21 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence (AI) in Healthcare is more than a comprehensive introduction to artificial intelligence as a tool in the generation and analysis of healthcare data. The book is split into two sections where the first section describes the current healthcare challenges and the rise of AI in this arena. The ten following chapters are written by specialists in each area, covering the whole healthcare ecosystem. First, the AI applications in drug design and drug development are presented followed by its applications in the field of cancer diagnostics, treatment and medical imaging. Subsequently, the application of AI in medical devices and surgery are covered as well as remote patient monitoring. Finally, the book dives into the topics of security, privacy, information sharing, health insurances and legal aspects of AI in healthcare. - Highlights different data techniques in healthcare data analysis, including machine learning and data mining - Illustrates different applications and challenges across the design, implementation and management of intelligent systems and healthcare data networks - Includes applications and case studies across all areas of AI in healthcare data

The Big Nine

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Publisher : PublicAffairs
ISBN 13 : 1541773748
Total Pages : 280 pages
Book Rating : 4.5/5 (417 download)

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Book Synopsis The Big Nine by : Amy Webb

Download or read book The Big Nine written by Amy Webb and published by PublicAffairs. This book was released on 2019-03-05 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt: A call-to-arms about the broken nature of artificial intelligence, and the powerful corporations that are turning the human-machine relationship on its head. We like to think that we are in control of the future of "artificial" intelligence. The reality, though, is that we -- the everyday people whose data powers AI -- aren't actually in control of anything. When, for example, we speak with Alexa, we contribute that data to a system we can't see and have no input into -- one largely free from regulation or oversight. The big nine corporations -- Amazon, Google, Facebook, Tencent, Baidu, Alibaba, Microsoft, IBM and Apple--are the new gods of AI and are short-changing our futures to reap immediate financial gain. In this book, Amy Webb reveals the pervasive, invisible ways in which the foundations of AI -- the people working on the system, their motivations, the technology itself -- is broken. Within our lifetimes, AI will, by design, begin to behave unpredictably, thinking and acting in ways which defy human logic. The big nine corporations may be inadvertently building and enabling vast arrays of intelligent systems that don't share our motivations, desires, or hopes for the future of humanity. Much more than a passionate, human-centered call-to-arms, this book delivers a strategy for changing course, and provides a path for liberating us from algorithmic decision-makers and powerful corporations.

Kubernetes

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Author :
Publisher : Independently Published
ISBN 13 : 9781096165774
Total Pages : 240 pages
Book Rating : 4.1/5 (657 download)

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Book Synopsis Kubernetes by : Joseph D. Moore

Download or read book Kubernetes written by Joseph D. Moore and published by Independently Published. This book was released on 2019-04-28 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: Do you need an open source tool that to manage your microservices? Do you require it to have a resilient infrastructure and instantly available? Kubernetes is the answer you've been looking for when it comes to the above. An efficient open-source platform, it provides the user with аutоmаtеd dерlоуmеnt, ѕсаlіng, mоnіtоrіng аnd operations of аррlісаtіоn сlоud containers. Now, in Kubernetes: The Complete Guide To Master Kubernetes (March 2019 Edition), you can learn everything you need to know about this amazing application, with information on: What Kubernetes is Concepts and design principles Kubernetes monitoring The best open-source tools for Kubernetes monitoring Configuration management Kubernetes Helm And much more... Providing all the info about Kubernetes that a user needs to know, Kubernetesis a long technical guide containing images and schemes and is perfect for a newcomer to the idea who wants an all in one guide. Get a copy of Kubernetes: The Complete Guide To Master Kubernetes (March 2019 Edition) and get all the up-to date information you need!

Artificial Intelligence in Medical Imaging

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Author :
Publisher : Springer
ISBN 13 : 3319948784
Total Pages : 369 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Artificial Intelligence in Medical Imaging by : Erik R. Ranschaert

Download or read book Artificial Intelligence in Medical Imaging written by Erik R. Ranschaert and published by Springer. This book was released on 2019-01-29 with total page 369 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a thorough overview of the ongoing evolution in the application of artificial intelligence (AI) within healthcare and radiology, enabling readers to gain a deeper insight into the technological background of AI and the impacts of new and emerging technologies on medical imaging. After an introduction on game changers in radiology, such as deep learning technology, the technological evolution of AI in computing science and medical image computing is described, with explanation of basic principles and the types and subtypes of AI. Subsequent sections address the use of imaging biomarkers, the development and validation of AI applications, and various aspects and issues relating to the growing role of big data in radiology. Diverse real-life clinical applications of AI are then outlined for different body parts, demonstrating their ability to add value to daily radiology practices. The concluding section focuses on the impact of AI on radiology and the implications for radiologists, for example with respect to training. Written by radiologists and IT professionals, the book will be of high value for radiologists, medical/clinical physicists, IT specialists, and imaging informatics professionals.

Artificial Intelligence for Air Quality Monitoring and Prediction

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Author :
Publisher : CRC Press
ISBN 13 : 1040131182
Total Pages : 303 pages
Book Rating : 4.0/5 (41 download)

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Book Synopsis Artificial Intelligence for Air Quality Monitoring and Prediction by : Amit Awasthi

Download or read book Artificial Intelligence for Air Quality Monitoring and Prediction written by Amit Awasthi and published by CRC Press. This book was released on 2024-10-02 with total page 303 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a comprehensive overview of advancements in artificial intelligence (AI) and how it can be applied in the field of air quality management. It explains the linkage between conventional approaches used in air quality monitoring and AI techniques such as data collection and preprocessing, deep learning, machine vision, natural language processing, and ensemble methods. The integration of climate models and AI enables readers to understand the relationship between air quality and climate change. Different case studies demonstrate the application of various air monitoring and prediction methodologies and their effectiveness in addressing real-world air quality challenges. Features A thorough coverage of air quality monitoring and prediction techniques. In-depth evaluation of cutting-edge AI techniques such as machine learning and deep learning. Diverse global perspectives and approaches in air quality monitoring and prediction. Practical insights and real-world case studies from different monitoring and prediction techniques. Future directions and emerging trends in AI-driven air quality monitoring. This is a great resource for professionals, researchers, and students interested in air quality management and control in the fields of environmental science and engineering, atmospheric science and meteorology, data science, and AI.

AI as a Service

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Author :
Publisher : Simon and Schuster
ISBN 13 : 1638350434
Total Pages : 326 pages
Book Rating : 4.6/5 (383 download)

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Book Synopsis AI as a Service by : Peter Elger

Download or read book AI as a Service written by Peter Elger and published by Simon and Schuster. This book was released on 2020-09-05 with total page 326 pages. Available in PDF, EPUB and Kindle. Book excerpt: AI as a Service is a practical handbook to building and implementing serverless AI applications, without bogging you down with a lot of theory. Instead, you’ll find easy-to-digest instruction and two complete hands-on serverless AI builds in this must-have guide! Summary Companies everywhere are moving everyday business processes over to the cloud, and AI is increasingly being given the reins in these tasks. As this massive digital transformation continues, the combination of serverless computing and AI promises to become the de facto standard for business-to-consumer platform development—and developers who can design, develop, implement, and maintain these systems will be in high demand! AI as a Service is a practical handbook to building and implementing serverless AI applications, without bogging you down with a lot of theory. Instead, you’ll find easy-to-digest instruction and two complete hands-on serverless AI builds in this must-have guide! Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology Cloud-based AI services can automate a variety of labor intensive business tasks in areas such as customer service, data analysis, and financial reporting. The secret is taking advantage of pre-built tools like Amazon Rekognition for image analysis or AWS Comprehend for natural language processing. That way, there’s no need to build expensive custom software. Artificial Intelligence (AI), a machine’s ability to learn and make predictions based on patterns it identifies, is already being leveraged by businesses around the world in areas like targeted product recommendations, financial forecasting and resource planning, customer service chatbots, healthcare diagnostics, data security, and more. With the exciting combination of serverless computing and AI, software developers now have enormous power to improve their businesses’ existing systems and rapidly deploy new AI-enabled platforms. And to get on this fast-moving train, you don’t have to invest loads of time and effort in becoming a data scientist or AI expert, thanks to cloud platforms and the readily available off-the-shelf cloud-based AI services! About the book AI as a Service is a fast-paced guide to harnessing the power of cloud-based solutions. You’ll learn to build real-world apps—such as chatbots and text-to-speech services—by stitching together cloud components. Work your way from small projects to large data-intensive applications. What's inside - Apply cloud AI services to existing platforms - Design and build scalable data pipelines - Debug and troubleshoot AI services - Start fast with serverless templates About the reader For software developers familiar with cloud basics. About the author Peter Elger and Eóin Shanaghy are founders and CEO/CTO of fourTheorem, a software solutions company providing expertise on architecture, DevOps, and machine learning. Table of Contents PART 1 - FIRST STEPS 1 A tale of two technologies 2 Building a serverless image recognition system, part 1 3 Building a serverless image recognition system, part 2 PART 2 - TOOLS OF THE TRADE 4 Building and securing a web application the serverless way 5 Adding AI interfaces to a web application 6 How to be effective with AI as a Service 7 Applying AI to existing platforms PART 3 - BRINGING IT ALL TOGETHER 8 Gathering data at scale for real-world AI 9 Extracting value from large data sets with AI

A Comprehensive Guide for Web3 Security

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Author :
Publisher : Springer Nature
ISBN 13 : 3031392884
Total Pages : 287 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis A Comprehensive Guide for Web3 Security by : Ken Huang

Download or read book A Comprehensive Guide for Web3 Security written by Ken Huang and published by Springer Nature. This book was released on 2024-01-28 with total page 287 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the recent debacle of cryptocurrency exchange FTX and the crypto trading company Alameda Research, the importance of comprehending the security and regulations of Web3, cryptocurrency, and blockchain projects has been magnified. To avoid similar economic and security failures in future Web3 projects, the book provides an essential guide that offers a comprehensive and systematic approach to addressing security concerns. Written by experts in tech and finance, it provides an objective, professional, and in-depth analysis of security and privacy issues associated with Web3 and blockchain projects. This book highlights the security related to foundational Web3 building blocks such as blockchain, crypto wallets, smart contracts, and token economics, and describes recommended security processes and procedures for Web3 application development such as DevSecOps, data analytics, and data authenticity via the oracle. Moreover, the book discusses the legal and regulatory aspects of Web3 and the reasons behind the failures of well-known Web3 projects. It also contains detailed case studies of web3 projects, analyses of the reasons for their failures, and some pending legal cases. This book is an excellent resource for a diverse range of readers, with particular appeal to web3 developers, architects, project owners, and cybersecurity professionals seeking to deepen their knowledge of Web3 security.

UNLEASHING THE POWER OF AI: A COMPREHENSIVE GUIDE TO ADVANTAGES AND DISADVANTAGES IN DIFFERENT INDUSTRIES

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Author :
Publisher : Xoffencerpublication
ISBN 13 : 8197370850
Total Pages : 227 pages
Book Rating : 4.1/5 (973 download)

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Book Synopsis UNLEASHING THE POWER OF AI: A COMPREHENSIVE GUIDE TO ADVANTAGES AND DISADVANTAGES IN DIFFERENT INDUSTRIES by : Renato Racelis Maaliw III

Download or read book UNLEASHING THE POWER OF AI: A COMPREHENSIVE GUIDE TO ADVANTAGES AND DISADVANTAGES IN DIFFERENT INDUSTRIES written by Renato Racelis Maaliw III and published by Xoffencerpublication. This book was released on 2024-05-18 with total page 227 pages. Available in PDF, EPUB and Kindle. Book excerpt: The term "artificial intelligence" (AI) refers to a category of computing technologies that have become increasingly advanced in recent years. This study presents an overview that is easily understandable of how it works, why it is important, and what we can do as a reaction to the difficulties that it poses. Since the beginning of the field of artificial intelligence, the capacity to behave in a way that gives the impression of intelligence has been the primary emphasis of the concept of AI. Several variations of the 'Turing test' determine that computers are intelligent when people are unable to distinguish between their behaviors and those of a person. The disruptive power of artificial intelligence (AI) Once considered an idea from the far future, artificial intelligence (AI) has now developed into a disruptive force that has impacted every facet of our life. A revolution has been triggered as a result of its rapid breakthroughs, with artificial intelligence altering the way we live, work, and interact with technology. The significance of artificial intelligence cannot be emphasized; its applications range from driverless automobiles to AI-assisted medical diagnosis. This article will investigate the myriad of ways in which AI is causing a revolution in technology, diving into its applications and the ramifications it has across a variety of industries. We will investigate the ways in which artificial intelligence is influencing areas such as management, human resources, digital marketing, creativity, the future of work, careers, startups, social media, marketing, economics, branding, personal development, investing, job interviews, money, motivation, healthcare, education, productivity, travel, and entrepreneurship.

Human Compatible

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Author :
Publisher : Penguin Books
ISBN 13 : 0525558616
Total Pages : 354 pages
Book Rating : 4.5/5 (255 download)

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Book Synopsis Human Compatible by : Stuart Jonathan Russell

Download or read book Human Compatible written by Stuart Jonathan Russell and published by Penguin Books. This book was released on 2019 with total page 354 pages. Available in PDF, EPUB and Kindle. Book excerpt: A leading artificial intelligence researcher lays out a new approach to AI that will enable people to coexist successfully with increasingly intelligent machines.

Ace English Language For Banking and Insurance (Third Edition eBook)

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Author :
Publisher : Adda247 Publications
ISBN 13 :
Total Pages : 475 pages
Book Rating : 4./5 ( download)

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Book Synopsis Ace English Language For Banking and Insurance (Third Edition eBook) by : Adda247 Publications

Download or read book Ace English Language For Banking and Insurance (Third Edition eBook) written by Adda247 Publications and published by Adda247 Publications. This book was released on with total page 475 pages. Available in PDF, EPUB and Kindle. Book excerpt: ADDA 247 is launching a complete and comprehensive eBook on "English Language". Third Edition eBook is updated as per the latest examination pattern and is suitable for all the Banking & Insurance Examinations such as SBI, RBI, IBPS, LIC, GIC, ESIC & Others. The aim of this eBook is to help students learn and understand the new pattern of recruitment exams which will help them to maximize their scores in the competitive examination. The eBook has been prepared by experienced faculties, subject-matter experts and with the expertise of Adda247 keeping the new pattern and challenges of competitive exams in mind. Exclusive By Adda247 Publications: Aspirants are well aware of the dynamics of competitive examination, 3-6 months down the preparation line, you can observe a few changes in the pattern and level of questions. In such a scenario. Adda247 Publications has brought a solution to this issue!!! We bring to you an exclusive feature with purchase of this book by Adda247 Publications- you will also get an ebook of the same that you'll be able to access from store.adda247.com or Adda247 App. we've brought access to all the latest updates and study material at your fingertips. Salient Features of the eBook: - 1700+ Multiple Choice Questions with 100% solutions - The book is divided into two sections Grammar and Verbal ability - Detailed concepts and exercises for each chapter - All the topics of verbal ability are divided into various types with exercises - Previous years' questions from the various topics are given at the end of the chapters - Basic to advance level questions with detailed solutions - Useful for NRA CET as well Course Highlights: - 1700+ Questions with detailed solutions - All the topics of verbal ability are divided into various types - Basic to Advance Level Questions with Detailed Solutions - Includes the Previous Years' Questions asked in Banking & Insurance Exam

LAW FIRM SEO: TURN ORGANIC CLICKS INTO CASES: A Comprehensive Guide to Protecting Your SEO Investment and Ensuring Success in the Digital Space

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Author :
Publisher : Ross Kernez
ISBN 13 :
Total Pages : 99 pages
Book Rating : 4./5 ( download)

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Book Synopsis LAW FIRM SEO: TURN ORGANIC CLICKS INTO CASES: A Comprehensive Guide to Protecting Your SEO Investment and Ensuring Success in the Digital Space by : Ross Kernez

Download or read book LAW FIRM SEO: TURN ORGANIC CLICKS INTO CASES: A Comprehensive Guide to Protecting Your SEO Investment and Ensuring Success in the Digital Space written by Ross Kernez and published by Ross Kernez. This book was released on with total page 99 pages. Available in PDF, EPUB and Kindle. Book excerpt: There’s a joke share with my chief content creator, and it goes like this; “If you want to understand what SEO is, don't ask an SEO”. Take my word for it, as a busy law firm owner the last thing you want yourself or your colleagues to be doing is going into the weeds with SEO. The best possible use of your time will be to grasp the fundamentals, the first principles if you like. So you can hold whoever is in charge of your organic law firm website traffic to account and not get bluffed!

AI - The new intelligence in sales

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Author :
Publisher : Springer Nature
ISBN 13 : 3658382511
Total Pages : 180 pages
Book Rating : 4.6/5 (583 download)

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Book Synopsis AI - The new intelligence in sales by : Livia Rainsberger

Download or read book AI - The new intelligence in sales written by Livia Rainsberger and published by Springer Nature. This book was released on 2022-09-26 with total page 180 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers sales managers a quick overview of the possible applications of artificial intelligence in sales and explains basic functionalities. What is behind terms such as Sales Automation, Sales AI Analytics, Sales Enablement, Conversational AI, Lead Intelligence, Dynamic Pricing, Sales Management Intelligence and many more? Where is the concrete potential for sales organizations? And how will AI change the work in sales? The author presents the AI tools available on the market today and their application and describes the advantages and disadvantages as well as the limits and possibilities using clear examples. Executives in marketing and sales as well as entrepreneurs and managing directors, especially in medium-sized companies, will receive answers to the most important questions and additionally concrete recommendations for action for the implementation in their own companies.

Interpretable Machine Learning

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Author :
Publisher : Lulu.com
ISBN 13 : 0244768528
Total Pages : 320 pages
Book Rating : 4.2/5 (447 download)

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Book Synopsis Interpretable Machine Learning by : Christoph Molnar

Download or read book Interpretable Machine Learning written by Christoph Molnar and published by Lulu.com. This book was released on 2020 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.