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Unleashing AI : Harnessing Artificial Intelligence for Business Success.

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Format:
Book
Author/Creator:
Frankl, Milan.
Series:
Big data, business analytics, and smart technology collection.
Big data, business analytics, and smart technology collection
Language:
English
Physical Description:
1 online resource (342 pages)
Edition:
1st ed.
Other Title:
Unleashing artificial intelligence
Place of Publication:
New York : Business Expert Press, 2025.
System Details:
Mode of access: World Wide Web.
System requirements: Adobe Acrobat reader.
Summary:
Unleashing AI: Harnessing Artificial Intelligence for Business Success is a comprehensive guide for business leaders, professionals, and entrepreneurs looking to understand and leverage the transformative potential of AI technologies. Unleashing AI is an actionable resource that equips the readers with the knowledge and strategies to harness the power of AI for competitive advantage. This book goes beyond the hype and technical jargon, offering a clear and accessible exploration of AI's applications, implementation challenges, and ethical considerations. It reviews the fundamental concepts of AI, its applications across various business functions, and the ethical considerations associated with its deployment. Through detailed chapters and practical insights, readers will gain a deep understanding of how to integrate AI into their business strategies to drive innovation, efficiency, and competitive advantage. By combining expert insights, and practical frameworks, Unleashing AI empowers readers to navigate the AI landscape, identify opportunities, and develop effective AI strategies aligned with their business goals.
Contents:
Frontcover
Half title
Title
Copyright
Description
Contents
Acknowledgments
Introduction
The AI Revolution in Business
AI: More Than Just Automation
The Democratization of AI
Navigating the AI Landscape
Looking Ahead
What Is Artificial Intelligence
What Is Human Intelligence?
Intelligence Relevant to Business Applications
The Distinction Between Data, Information, Knowledge, and Wisdom
DIKW: Definitions, Characteristics, Examples, and Role in AI
Summary
AI and Consciousness
Ready for an AI Definition?
PART 1 AI Fundamentals for Business
Chapter 1 Understanding AI Technologies
Chapter 2 AI Data and Algorithms: The Building Blocks of Intelligent Systems
Chapter 3 The AI Ecosystem
CHAPTER 1 Understanding AI Technologies
What Is Machine Learning
The Basics of Machine Learning
How Does Machine Learning Work
Types of Machine Learning
Business Applications
Neuromorphic Computing
Key Advancements
Quantum Machine Learning
Real-World Applications of Machine Learning
The Power and Limitations of Machine Learning
The Future of Machine Learning
What Is Deep Learning
The Basics of Deep Learning
How Does Deep Learning Work
What Makes Deep Learning Special
Challenges and Limitations of Deep Learning
The Future of Deep Learning
Some Key Real-World Examples of Deep Learning in use Today
What Is Natural Language Processing
The Basics of Natural Language Processing
How Does Natural Language Processing Work
Real-World Applications of Natural Language Processing
The Power and Limitations of Natural Language Processing
The Future of Natural Language Processing
What Is Computer Vision.
The Basics of Computer Vision
How Does Computer Vision Work
Real-World Applications of Computer Vision
The Power and Limitations of Computer Vision
The Future of Computer Vision
What Is Robotic Process Automation
The Basics of Robotic Process Automation
How Does Robotic Process Automation Work
Real-World Applications of Robotic Process Automation
The Power and Limitations of Robotic Process Automation
The Future of Robotic Process Automation
CHAPTER 2 AI Data and AlgorithmsThe Building Blocks of Intelligent Systems
The Importance of Data for AI
Data: The Lifeblood of AI
Quality Matters: The Need for High-Quality Data
Diversity: Representing the Real World
Abundance: More Data Equals Better Performance
Impact on AI System Performance and Reliability
Types of Data for AI Applications
Structured Data
Examples
Applications
Challenges
Preparation
Unstructured Data
Semistructured Data
Time-Series Data
Collecting and Preparing Data for AI
Data Collection
Data Cleaning
Data Annotation
Data transformation
AI Algorithms Explained
AI Algorithms Explained: How Machines Learn and Make Decisions
Supervised Learning Algorithms
How It Works
Common Supervised Learning Algorithms
Unsupervised Learning Algorithms
Common Unsupervised Learning Algorithms
reinforcement Learning Algorithms
Common reinforcement Learning Algorithms
Deep Learning Algorithms
Common Deep Learning Algorithms Architectures
Ensemble methods
Common Ensemble methods
Collaborative Filtering (Unsupervised Learning).
Content-Based Filtering (Supervised Learning)
Deep Learning
Reinforcement Learning
Evaluating AI Model Performance
Why Evaluating AI Model Performance Is Important
Key Metrics for Evaluating AI Models
For Classification models
For regression models
techniques for Evaluating AI models
Interpreting AI model Performance
CHAPTER 3 The AI Ecosystem
AI Hardware and AI Cloud Computing Powering the Future of AI
The Synergy of Hardware and Cloud
Challenges and Future Directions
AI Software Platforms and Tools: The Engines of AI Development
Development Environments and Platforms
AI Frameworks and Libraries
machine Learning operations (mLops) Platforms
The Evolution and Future of AI Software Platforms
AI Service Providers
Tech Giants Leading the Charge
Specialized Start-Ups Making Waves
The Role of AI-as-a-Service (AIaaS)
Making AI More Accessible
PART 2 Harnessing AI Across Business Functions
Chapter 4 Covers Marketing and Sales
Chapter 5 Covers Operations and Supply Chain
Chapter 6 Covers Finance and Accounting
Chapter 7 Covers Human Resources
Chapter 8 Covers the Health Care Industry
Chapter 9 Covers the Entertainment Industry
CHAPTER 4 AI for Marketing and Sales Revolutionizing Customer Engagement and Business Growth
Predictive Analytics for Marketing Campaigns
Conversational AI and Chatbots
AI for Customer Segmentation and Personalization
Sales Forecasting With AI
What Is Predictive Analytics
How Does Predictive Analytics Work
Predicting Customer Behavior
finding the Best Marketing Channels
timing Is Everything
Making data-driven decisions
Real-World Examples
Challenges and Considerations
The Future of Predictive Analytics in Marketing
Implementing Predictive Analytics.
Summary
Instant, 24/7 Customer Support
Handling Inquiries and Resolving Issues
Facilitating Purchases
Advancements in Natural Language Processing
Enhancing Customer Experience
Freeing up Human Resources
AI-Powered Customer Segmentation and Personalization
The Power of AI in Customer Segmentation
How AI Analyzes Customer data
Creating Microsegments
Personalization: Beyond Basic Segmentation.
tailored Content
Product recommendations
Personalized offers
Benefits of AI-Powered Segmentation and Personalization
The Importance of Accurate Sales Forecasting
Why Accurate Sales Forecasting Matters
How AI-Powered Sales Forecasting Works
Historical data Analysis
Complex Variables
Seasonality
Valuable Insights for Strategic decision Making
AI Sales Forecasting Tools
CHAPTER 5 AI in Operations and Supply Chain Transforming Business Efficiency and Resilience
Predictive Maintenance: Revolutionizing Equipment Upkeep
How AI Predictive Maintenance Works
Benefits of AI Predictive Maintenance
Real-World Applications
Future Trends
Demand Forecasting: Revolutionizing Supply Chain Management
Why Accurate Demand Forecasting Matters
How AI Is Improving Demand Forecasting
processing Complex datasets
Real-Time Analysis
pattern recognition
Handling Uncertainty
Practical Applications of AI in Demand Forecasting
Benefits of AI-Powered Demand Forecasting
The Future of AI in Demand Forecasting
AI-Powered Inventory Optimization: Striking the Perfect Balance
The Inventory Challenge
How AI Is Revolutionizing Inventory Management
Analyzing Complex datasets.
predictive Analytics
real-time Adjustments
Multivariable Optimization
Practical Applications of AI in Inventory Optimization
Benefits of AI-Powered Inventory Optimization
The Future of AI in Inventory Optimization
AI Revolutionizes Logistics: The Rise of Smart Warehouses
AI-Powered Robots
Automated Guided Vehicles (AGVs)
Intelligent Storage Systems
Route Planning and Optimization
Load Optimization
Last-Mile Delivery
The Benefits of AI in Logistics
The Future of AI in Logistics
AI Routing: Paving the Way for Efficiency
The Challenge of Route Planning
How AI Transforms Route Planning
Processing Vast Amounts of Data
dynamic route Adjustment
predictive Analytics
Multiobjective Optimization
delivery Services
Supply Chain Logistics
Factory Operations
Benefits of AI-Powered Route Optimization
The Future of AI in Route Optimization
CHAPTER 6 AI in Finance and Accounting
AI for Fraud Detection
Analyzing Transactional Data
Behavioral Data Analysis
Identifying Subtle Patterns and Anomalies
Real-Time Detection and Swift Response
Continuous Learning and Adaptation
AI-Powered Automation in Finance and Accounting
What Is AI-Powered Automation?
Streamlining Data Entry
Enhancing Reconciliation
Simplifying Report Generation
Improving Efficiency and Reducing Errors
Freeing up Human Workers for Strategic Activities
AI-Powered Financial Forecasting and Risk Analysis
Understanding Predictive AI Models
Enhancing Financial Forecasts
Processing Historical Data
Incorporating Real-Time Information
Projecting Future Trends.
Highlighting Areas of Concern Providing Deeper Insights Into AI Potential Risks.
Notes:
Includes bibliographical references and index.
Description based on publisher supplied metadata and other sources.
ISBN:
1-63742-801-4
OCLC:
1518284740

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