Deploying Ai In The Enterprise
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Deploying Ai In The Enterprise
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Author : Eberhard Hechler
language : en
Publisher: Apress
Release Date : 2020-09-30
Deploying Ai In The Enterprise written by Eberhard Hechler and has been published by Apress this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-09-30 with Computers categories.
Your company has committed to AI. Congratulations, now what? This practical book offers a holistic plan for implementing AI from the perspective of IT and IT operations in the enterprise. You will learn about AI’s capabilities, potential, limitations, and challenges. This book teaches you about the role of AI in the context of well-established areas, such as design thinking and DevOps, governance and change management, blockchain, and quantum computing, and discusses the convergence of AI in these key areas of the enterprise. Deploying AI in the Enterprise provides guidance and methods to effectively deploy and operationalize sustainable AI solutions. You will learn about deployment challenges, such as AI operationalization issues and roadblocks when it comes to turning insight into actionable predictions. You also will learn how to recognize the key components of AI information architecture, and its role in enabling successful and sustainable AI deployments. And you will come away with an understanding of how to effectively leverage AI to augment usage of core information in Master Data Management (MDM) solutions. What You Will Learn Understand the most important AI concepts, including machine learning and deep learning Follow best practices and methods to successfully deploy and operationalize AI solutions Identify critical components of AI information architecture and the importance of having a plan Integrate AI into existing initiatives within an organization Recognize current limitations of AI, and how this could impact your business Build awareness about important and timely AI research Adjust your mindset to consider AI from a holistic standpoint Get acquainted with AI opportunities that exist in various industries Who This Book Is For IT pros, data scientists, and architects who need to address deployment and operational challenges related to AI and need a comprehensive overview on how AI impacts other business critical areas. It is not an introduction, but is for the reader who is looking for examples on how to leverage data to derive actionable insight and predictions, and needs to understand and factor in the current risks and limitations of AI and what it means in an industry-relevant context.
Enterprise Ai In The Cloud
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Author : Rabi Jay
language : en
Publisher: John Wiley & Sons
Release Date : 2023-12-20
Enterprise Ai In The Cloud written by Rabi Jay and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-12-20 with Computers categories.
Embrace emerging AI trends and integrate your operations with cutting-edge solutions Enterprise AI in the Cloud: A Practical Guide to Deploying End-to-End Machine Learning and ChatGPT Solutions is an indispensable resource for professionals and companies who want to bring new AI technologies like generative AI, ChatGPT, and machine learning (ML) into their suite of cloud-based solutions. If you want to set up AI platforms in the cloud quickly and confidently and drive your business forward with the power of AI, this book is the ultimate go-to guide. The author shows you how to start an enterprise-wide AI transformation effort, taking you all the way through to implementation, with clearly defined processes, numerous examples, and hands-on exercises. You’ll also discover best practices on optimizing cloud infrastructure for scalability and automation. Enterprise AI in the Cloud helps you gain a solid understanding of: AI-First Strategy: Adopt a comprehensive approach to implementing corporate AI systems in the cloud and at scale, using an AI-First strategy to drive innovation State-of-the-Art Use Cases: Learn from emerging AI/ML use cases, such as ChatGPT, VR/AR, blockchain, metaverse, hyper-automation, generative AI, transformer models, Keras, TensorFlow in the cloud, and quantum machine learning Platform Scalability and MLOps (ML Operations): Select the ideal cloud platform and adopt best practices on optimizing cloud infrastructure for scalability and automation AWS, Azure, Google ML: Understand the machine learning lifecycle, from framing problems to deploying models and beyond, leveraging the full power of Azure, AWS, and Google Cloud platforms AI-Driven Innovation Excellence: Get practical advice on identifying potential use cases, developing a winning AI strategy and portfolio, and driving an innovation culture Ethical and Trustworthy AI Mastery: Implement Responsible AI by avoiding common risks while maintaining transparency and ethics Scaling AI Enterprise-Wide: Scale your AI implementation using Strategic Change Management, AI Maturity Models, AI Center of Excellence, and AI Operating Model Whether you're a beginner or an experienced AI or MLOps engineer, business or technology leader, or an AI student or enthusiast, this comprehensive resource empowers you to confidently build and use AI models in production, bridging the gap between proof-of-concept projects and real-world AI deployments. With over 300 review questions, 50 hands-on exercises, templates, and hundreds of best practice tips to guide you through every step of the way, this book is a must-read for anyone seeking to accelerate AI transformation across their enterprise.
Smarter Data Science
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Author : Neal Fishman
language : en
Publisher: John Wiley & Sons
Release Date : 2020-04-14
Smarter Data Science written by Neal Fishman and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-04-14 with Computers categories.
Organizations can make data science a repeatable, predictable tool, which business professionals use to get more value from their data Enterprise data and AI projects are often scattershot, underbaked, siloed, and not adaptable to predictable business changes. As a result, the vast majority fail. These expensive quagmires can be avoided, and this book explains precisely how. Data science is emerging as a hands-on tool for not just data scientists, but business professionals as well. Managers, directors, IT leaders, and analysts must expand their use of data science capabilities for the organization to stay competitive. Smarter Data Science helps them achieve their enterprise-grade data projects and AI goals. It serves as a guide to building a robust and comprehensive information architecture program that enables sustainable and scalable AI deployments. When an organization manages its data effectively, its data science program becomes a fully scalable function that’s both prescriptive and repeatable. With an understanding of data science principles, practitioners are also empowered to lead their organizations in establishing and deploying viable AI. They employ the tools of machine learning, deep learning, and AI to extract greater value from data for the benefit of the enterprise. By following a ladder framework that promotes prescriptive capabilities, organizations can make data science accessible to a range of team members, democratizing data science throughout the organization. Companies that collect, organize, and analyze data can move forward to additional data science achievements: Improving time-to-value with infused AI models for common use cases Optimizing knowledge work and business processes Utilizing AI-based business intelligence and data visualization Establishing a data topology to support general or highly specialized needs Successfully completing AI projects in a predictable manner Coordinating the use of AI from any compute node. From inner edges to outer edges: cloud, fog, and mist computing When they climb the ladder presented in this book, businesspeople and data scientists alike will be able to improve and foster repeatable capabilities. They will have the knowledge to maximize their AI and data assets for the benefit of their organizations.
The Rise Of Intelligent Machines
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Author : Venkat Srinivasan
language : en
Publisher: Wiley
Release Date : 2021-11-09
The Rise Of Intelligent Machines written by Venkat Srinivasan and has been published by Wiley this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-11-09 with Computers categories.
This book offers a novel look at the concept of Intelligent Machines. The widespread feeling is that Artificial Intelligence (AI) is ‘here and now’ and it is going to affect every industry and business. While there is certainly a lot of hype, this book is designed to educate the reader on the challenges of deploying AI successfully and point out that there is a clear path to deploying AI successfully. There is a lot of misguided focus on analytics alone to the exclusion of implementing what the analytics reveal, and this book describes how analytics and intelligent automation are inter-connected. Finally, there is no book that documents successful AI use cases. Using case studies, this book shows managers at all levels to believe and adopt AI with greater confidence, making this book of interest to CEOs, CXOs, senior executives, data scientists, information technology professionals, consultants and academics alike.
Artificial Intelligence For Business
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Author : Jason L. Anderson
language : en
Publisher: John Wiley & Sons
Release Date : 2020-04-21
Artificial Intelligence For Business written by Jason L. Anderson and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-04-21 with Business & Economics categories.
Artificial Intelligence for Business: A Roadmap for Getting Started with AI will provide the reader with an easy to understand roadmap for how to take an organization through the adoption of AI technology. It will first help with the identification of which business problems and opportunities are right for AI and how to prioritize them to maximize the likelihood of success. Specific methodologies are introduced to help with finding critical training data within an organization and how to fill data gaps if they exist. With data in hand, a scoped prototype can be built to limit risk and provide tangible value to the organization as a whole to justify further investment. Finally, a production level AI system can be developed with best practices to ensure quality with not only the application code, but also the AI models. Finally, with this particular AI adoption journey at an end, the authors will show that there is additional value to be gained by iterating on this AI adoption lifecycle and improving other parts of the organization.
Operating Ai
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Author : Ulrika Jagare
language : en
Publisher: John Wiley & Sons
Release Date : 2022-04-19
Operating Ai written by Ulrika Jagare and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-04-19 with Computers categories.
A holistic and real-world approach to operationalizing artificial intelligence in your company In Operating AI, Director of Technology and Architecture at Ericsson AB, Ulrika Jägare, delivers an eye-opening new discussion of how to introduce your organization to artificial intelligence by balancing data engineering, model development, and AI operations. You'll learn the importance of embracing an AI operational mindset to successfully operate AI and lead AI initiatives through the entire lifecycle, including key areas such as; data mesh, data fabric, aspects of security, data privacy, data rights and IPR related to data and AI models. In the book, you’ll also discover: How to reduce the risk of entering bias in our artificial intelligence solutions and how to approach explainable AI (XAI) The importance of efficient and reproduceable data pipelines, including how to manage your company's data An operational perspective on the development of AI models using the MLOps (Machine Learning Operations) approach, including how to deploy, run and monitor models and ML pipelines in production using CI/CD/CT techniques, that generates value in the real world Key competences and toolsets in AI development, deployment and operations What to consider when operating different types of AI business models With a strong emphasis on deployment and operations of trustworthy and reliable AI solutions that operate well in the real world—and not just the lab—Operating AI is a must-read for business leaders looking for ways to operationalize an AI business model that actually makes money, from the concept phase to running in a live production environment.
Leveraging Artificial Intelligence For Business Success
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Author : Vishal Singhal
language : en
Publisher: Notion Press
Release Date : 2020-08-10
Leveraging Artificial Intelligence For Business Success written by Vishal Singhal and has been published by Notion Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-08-10 with Computers categories.
How should we use Artificial Intelligence? has become a common question among all management folks and board members of both small and medium companies besides large companies who have already started strategizing on top levels and putting in enormous funds for overall enterprise transformation. Executives view AI as a key disruptive technology; employees fear it as a job snatcher; consultants pitch it as a cure-all; the media hypes and derides it endlessly. While many large organizations have created strategies and are putting huge resources to perform end-to-end transformation, small and medium companies are still struggling to understand what it will take to develop AI capabilities in their businesses. This book tries to address these very concerns and makes it simpler for all (the technical or the non-technical, the initiated or the uninitiated) to understand what it will take to make their AI-adoption journey hurdle-free and painless.
Ibm Power Systems Enterprise Ai Solutions
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Author : Scott Vetter
language : en
Publisher: IBM Redbooks
Release Date : 2019-09-25
Ibm Power Systems Enterprise Ai Solutions written by Scott Vetter and has been published by IBM Redbooks this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-09-25 with Computers categories.
This IBM® Redpaper publication helps the line of business (LOB), data science, and information technology (IT) teams develop an information architecture (IA) for their enterprise artificial intelligence (AI) environment. It describes the challenges that are faced by the three roles when creating and deploying enterprise AI solutions, and how they can collaborate for best results. This publication also highlights the capabilities of the IBM Cognitive Systems and AI solutions: IBM Watson® Machine Learning Community Edition IBM Watson Machine Learning Accelerator (WMLA) IBM PowerAI Vision IBM Watson Machine Learning IBM Watson Studio Local IBM Video Analytics H2O Driverless AI IBM Spectrum® Scale IBM Spectrum Discover This publication examines the challenges through five different use case examples: Artificial vision Natural language processing (NLP) Planning for the future Machine learning (ML) AI teaming and collaboration This publication targets readers from LOBs, data science teams, and IT departments, and anyone that is interested in understanding how to build an IA to support enterprise AI development and deployment.
The Business Transformation Playbook Enterprise Ai
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Author : Cory Sunday
language : en
Publisher: Cory Sunday
Release Date : 2023-10-30
The Business Transformation Playbook Enterprise Ai written by Cory Sunday and has been published by Cory Sunday this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-10-30 with Computers categories.
"The Business Transformation Playbook: Enterprise AI" is your comprehensive guide to navigating the dynamic world of artificial intelligence and harnessing its transformative power for your business. This book offers a structured approach to AI implementation, ensuring you're well-prepared to revolutionize your business processes with the latest AI technologies. In the opening chapters, you'll explore the evolution of AI, gaining historical context and insights into the key milestones that have shaped the field. Discover the compelling business case for AI, including the advantages it brings and how it creates a competitive edge across various industries. Chapter 2 delves into the core AI technologies, including Machine Learning, Deep Learning, and Natural Language Processing. Understand the basics, real-world applications, and the potential of these cutting-edge tools. Data preparation is a critical component of successful AI integration, and Chapter 3 provides a deep dive into data collection, storage, preprocessing, and data quality, ensuring your foundation is solid. As you progress through the book, you'll learn how to build AI models, choose the right algorithms, and effectively train and test your models, avoiding common pitfalls like overfitting and underfitting. Chapter 5 is dedicated to implementing AI in your business processes, including identifying use cases, integrating AI with existing systems, and the development of AI-driven solutions. Privacy and ethics are addressed in Chapter 6, ensuring that your AI initiatives align with regulatory compliance and ethical standards. AI operations and maintenance, as discussed in Chapter 7, offer insights into model deployment, monitoring, maintenance, and scalability, allowing your AI systems to evolve and thrive. Measuring the impact of AI is a key focus in Chapter 8, with a comprehensive exploration of key performance indicators and calculating return on investment. Chapter 9 provides real-world case studies and best practices, offering valuable lessons from successful AI implementations and recommendations for avoiding common pitfalls. Chapter 10 peers into the future of AI in business, highlighting emerging trends and the need for adaptability and innovation in the evolving landscape. Finally, in Chapter 11, you'll find a recap of key takeaways and an action plan, enabling you to create a strategy for implementing AI effectively in your business. "The Business Transformation Playbook: Enterprise AI" is your go-to resource for successfully implementing AI, ensuring your business remains competitive and adaptable in an ever-changing world.
Ibm Power Systems Enterprise Ai Solutions
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Author : Glen Corneau
language : en
Publisher:
Release Date : 2019
Ibm Power Systems Enterprise Ai Solutions written by Glen Corneau and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019 with Artificial intelligence categories.