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DV-TECH408.AB1
AI Applications for Technology Management
Self-paced · 1 year access
33 Hands-On LiveLabs
Practice real IT tasks in guided environments.
- Real environments
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01 / Lessons & labs
See exactly what you will learn and practice
Lessons
16 Interactive Lessons · 226 topics01 Preface 3 topics +
- What’s New in the Eleventh Edition?
- Plan of the Course
- Resources, Links, and the Teradata University Network Connection
02 Overview of Business Intelligence, Analytics, Da...icial Intelligence: Systems for Decision Support 13 topics · 7 LiveLab +
- Opening Vignette: How Intelligent Systems Work for KONE Elevators and Escalators Company
- Changing Business Environments and Evolving Needs for Decision Support and Analytics
- Decision-Making Processes and Computerized Decision Support Framework
- Evolution of Computerized Decision Support to Business Intelligence/Analytics/Data Science
- Analytics Overview
- Analytics Examples in Selected Domains
- Artificial Intelligence Overview
- Convergence of Analytics and AI
- Overview of the Analytics Ecosystem
- Lesson Highlights
- Questions for Discussion
- Exercises
- References
7 LiveLab in this lesson — see the labs panel →
03 Artificial Intelligence Concepts, Drivers, Major Technologies, and Business Applications 14 topics · 6 LiveLab +
- Opening Vignette: INRIX Solves Transportation Problems
- Introduction to Artificial Intelligence
- Human and Computer Intelligence
- Major AI Technologies and Some Derivatives
- AI Support for Decision Making
- AI Applications in Accounting
- AI Applications in Financial Services
- AI in Human Resource Management (HRM)
- AI in Marketing, Advertising, and CRM
- AI Applications in Production-Operation Management (POM)
- Lesson Highlights
- Questions for Discussion
- Exercises
- References
6 LiveLab in this lesson — see the labs panel →
04 Nature of Data, Statistical Modeling, and Visualization 15 topics · 7 LiveLab +
- Opening Vignette: SiriusXM Attracts and Engages ...on of Radio Consumers with Data-Driven Marketing
- Nature of Data
- Simple Taxonomy of Data
- Art and Science of Data Preprocessing
- Statistical Modeling for Business Analytics
- Regression Modeling for Inferential Statistics
- Business Reporting
- Data Visualization
- Different Types of Charts and Graphs
- Emergence of Visual Analytics
- Information Dashboards
- Lesson Highlights
- Questions for Discussion
- Exercises
- References
7 LiveLab in this lesson — see the labs panel →
05 Data Mining Process, Methods, and Algorithms 11 topics · 3 LiveLab +
- Opening Vignette: Miami-Dade Police Department I... Predictive Analytics to Foresee and Fight Crime
- Data Mining Concepts
- Data Mining Applications
- Data Mining Process
- Data Mining Methods
- Data Mining Software Tools
- Data Mining Privacy Issues, Myths, and Blunders
- Lesson Highlights
- Questions for Discussion
- Exercises
- References
3 LiveLab in this lesson — see the labs panel →
06 Machine-Learning Techniques for Predictive Analytics 13 topics · 1 LiveLab +
- Opening Vignette: Predictive Modeling Helps Better Understand and Manage Complex Medical Procedures
- Basic Concepts of Neural Networks
- Neural Network Architectures
- Support Vector Machines
- Process-Based Approach to the Use of SVM
- Nearest Neighbor Method for Prediction
- Naïve Bayes Method for Classification
- Bayesian Networks
- Ensemble Modeling
- Lesson Highlights
- Questions for Discussion
- Exercises
- References
1 LiveLab in this lesson — see the labs panel →
07 Deep Learning and Cognitive Computing 14 topics · 1 LiveLab +
- Opening Vignette: Fighting Fraud with Deep Learning and Artificial Intelligence
- Introduction to Deep Learning
- Basics of “Shallow” Neural Networks
- Process of Developing Neural Network–Based Systems
- Illuminating the Black Box of ANN
- Deep Neural Networks
- Convolutional Neural Networks
- Recurrent Networks and Long Short-Term Memory Networks
- Computer Frameworks for Implementation of Deep Learning
- Cognitive Computing
- Lesson Highlights
- Questions for Discussion
- Exercises
- References
1 LiveLab in this lesson — see the labs panel →
08 Text Mining, Sentiment Analysis, and Social Analytics 14 topics · 1 LiveLab +
- Opening Vignette: Amadori Group Converts Consumer Sentiments into Near-Real-Time Sales
- Text Analytics and Text Mining Overview
- Natural Language Processing (NLP)
- Text Mining Applications
- Text Mining Process
- Sentiment Analysis
- Web Mining Overview
- Search Engines
- Web Usage Mining (Web Analytics)
- Social Analytics
- Lesson Highlights
- Questions for Discussion
- Exercises
- References
1 LiveLab in this lesson — see the labs panel →
09 Prescriptive Analytics: Optimization and Simulation 14 topics · 2 LiveLab +
- Opening Vignette: School District of Philadelphi...ptimal Solution for Awarding Bus Route Contracts
- Model-Based Decision Making
- Structure of Mathematical Models for Decision Support
- Certainty, Uncertainty, and Risk
- Decision Modeling with Spreadsheets
- Mathematical Programming Optimization
- Multiple Goals, Sensitivity Analysis, What-If Analysis, and Goal Seeking
- Decision Analysis with Decision Tables and Decision Trees
- Introduction to Simulation
- Visual Interactive Simulation
- Lesson Highlights
- Questions for Discussion
- Exercises
- References
2 LiveLab in this lesson — see the labs panel →
10 Big Data, Cloud Computing, and Location Analytics: Concepts and Tools 14 topics · 1 LiveLab +
- Opening Vignette: Analyzing Customer Churn in a Telecom Company Using Big Data Methods
- Definition of Big Data
- Fundamentals of Big Data Analytics
- Big Data Technologies
- Big Data and Data Warehousing
- In-Memory Analytics and Apache SparkTM
- Big Data and Stream Analytics
- Big Data Vendors and Platforms
- Cloud Computing and Business Analytics
- Location-Based Analytics for Organizations
- Lesson Highlights
- Questions for Discussion
- Exercises
- References
1 LiveLab in this lesson — see the labs panel →
11 Robotics: Industrial and Consumer Applications 13 topics · 2 LiveLab +
- Opening Vignette: Robots Provide Emotional Support to Patients and Children
- Overview of Robotics
- History of Robotics
- Illustrative Applications of Robotics
- Components of Robots
- Various Categories of Robots
- Autonomous Cars: Robots in Motion
- Impact of Robots on Current and Future Jobs
- Legal implications of Robots and Artificial Intelligence
- Lesson Highlights
- Questions for Discussion
- Exercises
- References
2 LiveLab in this lesson — see the labs panel →
12 Group Decision Making, Collaborative Systems, and AI Support 13 topics +
- Opening Vignette: Hendrick Motorsports Excels with Collaborative Teams
- Making Decisions in Groups: Characteristics, Process, Benefits, and Dysfunctions
- Supporting Group Work and Team Collaboration with Computerized Systems
- Electronic Support for Group Communication and Collaboration
- Direct Computerized Support for Group Decision Making
- Collective Intelligence and Collaborative Intelligence
- Crowdsourcing as a Method for Decision Support
- Artificial Intelligence and Swarm AI Support of Team Collaboration and Group Decision Making
- Human–Machine Collaboration and Teams of Robots
- Lesson Highlights
- Questions for Discussion
- Exercises
- References
13 Knowledge Systems: Expert Systems, Recommenders,..., Virtual Personal Assistants, and Robo Advisors 11 topics · 1 LiveLab +
- Opening Vignette: Sephora Excels with Chatbots
- Expert Systems and Recommenders
- Concepts, Drivers, and Benefits of Chatbots
- Enterprise Chatbots
- Virtual Personal Assistants
- Chatbots as Professional Advisors (Robo Advisors)
- Implementation Issues
- Lesson Highlights
- Questions for Discussion
- Exercises
- References
1 LiveLab in this lesson — see the labs panel →
14 The Internet of Things as a Platform for Intelligent Applications 14 topics +
- Opening Vignette: CNH Industrial Uses the Internet of Things to Excel
- Essentials of IoT
- Major Benefits and Drivers of IoT
- How IoT Works
- Sensors and Their Role in IoT
- Selected IoT Applications
- Smart Homes and Appliances
- Smart Cities and Factories
- Autonomous (Self-Driving) Vehicles
- Implementing IoT and Managerial Considerations
- Lesson Highlights
- Questions for Discussion
- Exercises
- References
15 Implementation Issues: From Ethics and Privacy to Organizational and Societal Impacts 13 topics · 1 LiveLab +
- Opening Vignette: Why Did Uber Pay $245 Million to Waymo?
- Implementing Intelligent Systems: An Overview
- Legal, Privacy, and Ethical Issues
- Successful Deployment of Intelligent Systems
- Impacts of Intelligent Systems on Organizations
- Impacts on Jobs and Work
- Potential Dangers of Robots, AI, and Analytical Modeling
- Relevant Technology Trends
- Future of Intelligent Systems
- Lesson Highlights
- Questions for Discussion
- Exercises
- References
1 LiveLab in this lesson — see the labs panel →
16 Appendix: ChatGPT Training 37 topics +
- Instructor Introduction
- Download Course Resources
- Module 1 - ChatGPT Fundamentals
- 1.1 What is ChatGPT
- 1.2 Use Cases for ChatGPT
- 1.3 Role of ChatGPT
- 1.4 Future of ChatGPT
- 1.5 ChatGPT Statistics, Facts & Trends
- 1.6 Limitations
- 1.7 What is a Chatbot
- 1.8 Understanding AI-ML
- 1.9 Demonstration - Tools to Use with ChatGPT
- 1.10 Business Benefits
- 1.11 Whiteboard - How it all works
- 1.12 Demonstration - How to Get Started with ChatGPT
- 1.13 Demonstration - Example Prompts
- 1.14 Discussion - ChatGPT Performance Issues
- Module 1 Summary
- Module 2 - ChatGPT Prompt Demonstrations
- 2.1 What is a Prompt
- 2.2 Best practices for writing prompts
- 2.3 Prompt Demonstration - Asking Questions
- 2.4 Prompt Demonstration - Top Ten Lists
- 2.5 Prompt Demonstration - Long Form Docs
- 2.6 Prompt Demonstration - Complex Form and Code
- 2.7 Prompt Demonstration - Feedback
- 2.8 Prompt Demonstration - Content Modification
- 2.9 Prompt Demonstration - Instruction Generation
- 2.10 Prompt Demonstration - Information Extraction
- 2.11 Prompt Demonstration - Writing Computer Code
- 2.12 Prompt Demonstration - Solving Math Problems
- 2.13 Prompt Demonstration - Create YT Video Outline
- 2.14 Prompt Demonstration - Write a Blog Article
- 2.15 Prompt Demonstration - SEO Keywords
- 2.16 Comparing Google Bard vs ChatGPT
- Module 2 Summary
- Course Closeout
Hands-On Labs Our edge
33 LiveLabs- Activity 1: Business Strategy Development
- Activity 2: Market Research and Consumer Insights
- Activity 3: Technology Trends Analysis
- Activity 4: Problem-Solving with AI
- Activity 5: Financial Analysis and Forecasting
- Activity 6: Ethical Considerations in Technology
- Long Form Content Prompt I
- Activity 1: AI-Generated User Manuals
- Activity 2: AI-Enhanced Business Proposal
- Activity 3: Standard Operating Procedures (SOP) with AI
- Activity 4: Marketing Plan Creation with AI Insights
- Activity 5: Technical Specification Document Using AI
- Activity 6: Project Charter Development with AI Support
- Activity 1: Sales Data Analysis
- Activity 2: Customer Satisfaction Survey Analysis
- Activity 3: Financial Performance Dashboard
- Activity 4: Market Analysis Using Excel and AI
- Activity 5: Project Performance Evaluation
- Activity 6: Predictive Analysis for Business Decisions
- Instruction Generation Prompt
- SEO Keywords Prompt
- Long Form Content Prompt II
- Complex Form and Code Prompt
- Information Extraction Prompt
- Writing Computer Code Prompt
- Long Form Content Prompt III
- Solving Math Problems Prompt
- Asking Questions Prompt
- Content Modification Prompt
- Writing a Blog Article Prompt
- Generating Feedback Prompt
- Ten Lists Prompt
- Creating YT Video Outline Prompt
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