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AI+ Project Management Practitioner™
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Introduction
Course Introduction
Audio Book: Introduction AI+ Project Management Practitioner
Module 1: Project Management Overview
Module 1: Project Management Overview
Audio Book: Project Management Overview
Podcast: Project Management Overview
1.1 An Overview of Project Management
ACTIVITY: Hotspot
1.2 Phases of the Project Life Cycle
1.3 Case Studies: AI in Healthcare Facility Construction Project and Healthcare IT Project
ACTIVITY: Sequence Arrangement
1.4 Mastering Project Control: Scope, Time, Cost, Quality, Risk & Scheduling Essentials
1.5 Strategic Project Planning: Budgeting, Team Resources & Communication Flow
ACTIVITY: Drag and Drop
1.6 Project Management Frameworks: Need & Key Methodologies
ACTIVITY: Tab
1.7 Core Elements & Key Skills of Effective Project Managers
Activity: True or False
ACTIVITY: Let's Check Your Knowledge
Quiz
Module 2: Introduction to AI and ML
Module 2: Introduction to AI and ML
Audio Book: Introduction to AI and ML
Podcast: Introduction to AI and ML
2.1 AI Overview: Definition, History, Types, Applications & Ethics
2.2 Key Concepts in AI: Knowledge Representation, Logic and Reasoning, Search Algorithms, Problem Solving and Decision Making in AI
ACTIVITY: Hotspot
2.3 Machine Learning Essentials: Definition, Types, Supervised Algorithms & Performance Metrics
2.4 Advanced Machine Learning: Unsupervised Algorithms, Reinforcement Learning & Applications
ACTIVITY: Carousel
2.5 Neural Networks: Basics, Types & Evaluation Metrics
2.6 Applications of Artificial Neural Networks
ACTIVITY: Tab
2.7 AI and ML applications and trends.
ACTIVITY: Drag and Drop
2.8 Case Studies: Building, Implementing, and Evaluating AI and Machine Learning Models Using Modern Tools
ACTIVITY: Case Study
ACTIVITY: Let's Check Your Knowledge
Quiz
Module 3: Data Driven Decision Making
Module 3: Data Driven Decision Making
Audio Book: Data Driven Decision Making
Podcast: Data Driven Decision Making
3.1 Understanding the Role of Data in AI-Driven Projects
3.2 Types of Data Used in Project Management
3.3 How do you Source the Data used in Project Management?
ACTIVITY: Sequence Arrangement
3.4 Introduction to Data Analysis Methods Suitable for Project Management
3.5 Techniques for Collecting, Analyzing, and Utilizing Data in Project Management
ACTIVITY: Multiple Choice
3.6 How AI Algorithms Can Assist in Analyzing Large Datasets to Identify Trends and Insights
3.7 Strategies for Applying Data Insights to Improve Project Planning, Execution and Monitoring
3.8 Real-World Examples of Data-Driven Decision-Making Enhancing Project Outcomes
3.9 Examples of Decision-Making at Google
3.10 Data-driven Decisions at Amazon
3.11 Using Data to Make Decisions at Southwest Airlines
ACTIVITY: Flip Card
3.12 Overview of Tools and Software that Leverage AI for Data Visualization and Reporting
3.13 Data Visualization Techniques
ACTIVITY: Hotspot
3.14 Addressing Common Challenges in Data-Driven Decision-Making
3.15 Best Practices for Ensuring Data Quality of AI in Data Analysis
3.16 Best Practices for Ensuring Security Aspects of AI in Data Analysis
3.17 Best Practices for Ensuring Ethical Use of AI in Data Analysis
ACTIVITY: Tab
ACTIVITY: Let's Check Your Knowledge
Quiz
Module 4: AI-Driven Project Risk Management
Module 4: AI-Driven Project Risk Management
Audio Book: AI-Driven Project Risk Management
Podcast: AI-Driven Project Risk Management
4.1 Project Risk Management - Traditional versus AI Approach
4.2 AI Technologies and Their Benefits in Risk Management
Activity: True or False
4.3 Challenges and Opportunities in Machine Learning for Risk Prediction and Management
4.4 AI-Driven Risk Response Planning
4.5 AI-driven Risk Mitigation
4.6 AI-Powered Risk Management Systems
4.7 Challenges of Risk Adjustment with AI Models
ACTIVITY: Carousel
4.8 AI for Financial Risk Prediction
4.9 AI for Scheduling and Cost Overrun Risks
4.10 AI-Based Risk Simulation Models
4.11 Challenges in Integrating AI into Financial and Resource Risk Management
ACTIVITY: Scenario Activity
4.12 AI Techniques in Risk Management
4.13 AI Meets Big Data in Risk Analytics
4.14 AI-driven Risk Decision Support Systems (DSS)
4.15 Future of AI for Risk Management
ACTIVITY: Multiple Select
4.16 Case study – AI-based Project Risk Management
ACTIVITY: Case Study
ACTIVITY: Let's Check Your Knowledge
Quiz
Module 5: Planning Project Work Breakdown and Structuring and Project Scheduling by AI
Module 5: Planning Project Work Breakdown and Structuring and Project Scheduling by AI
Audio Book: Planning Project Work Breakdown and Structuring and Project Scheduling by AI
Podcast: Planning Project Work Breakdown and Structuring and Project Scheduling by AI
5.1 WBS in Project Planning
5.2 Issues Concerning Traditional WBS Creation
5.3 AI's Role in WBS Development
5.4 Hierarchical Work Breakdown Using AI
5.5 AI Tools for WBS Optimization
ACTIVITY: Tab
5.6 AI Algorithms for Structuring Tasks and Milestones
5.7 Activity Sequencing in WBS Using AI
5.8 Task Decomposition Using AI
5.9 AI-based Estimation of Cost and Time in WBS
5.10 AI-Driven Decision Support for WBS Adjustments
5.11 Challenges in Integrating AI with WBS
5.12 Case studies: AI-based Software Tools for WBS
5.13 Ethics of AI in WBS Creation
ACTIVITY: Multiple Choice
5.14 Traditional Scheduling Methods vs. AI Approaches
5.15 Need for AI in Complex Project Scheduling
5.16 AI: Advantages in Scheduling
5.17 AI Tools for Developing Schedules
5.18 Challenges in AI-Driven Scheduling
5.19 Task Sequencing Using Machine Learning
5.20 Case Studies: AI in Project Scheduling
ACTIVITY: Drag and Drop
5.21 AI for Scheduling Constraints-Based Resource Allocation
5.22 AI Solutions to Scheduling Conflicts
5.23 AI in Optimizing Resource Utilization
5.24 AI-Based Project Scheduling Challenges
5.25 Future Trends and Scaling Challenges in AI-Based Scheduling
ACTIVITY: Flip Card
5.26 Ethics in AI for Scheduling
5.27 Case study: AI-based WBS, AI Algorithms for Project Scheduling
Activity: True or False
ACTIVITY: Let's Check Your Knowledge
Quiz
Module 6: Effective Project Budgeting Using AI
Module 6: Effective Project Budgeting Using AI
Audio Book: Effective Project Budgeting Using AI
Podcast: Effective Project Budgeting Using AI
6.1 Traditional Budgeting Approaches vs. AI Solutions
6.2 AI Tools for Improvement of Budget Accuracy
6.3 Predictive Budgeting with Machine Learning
6.4 Challenges in AI in Handling Budget Variance
Activity: Accordion
6.5 AI Algorithms for Cost Estimation
6.6 AI for Budget Allocation
6.7 AI-Driven Resource and Cost Tradeoff Analysis
6.8 AI in Financial Risk Management
ACTIVITY: Tab
6.9 Cost-Benefit Analysis Using AI
6.10 Resource Optimization with AI
6.11 AI-Based Cash Flow Management
6.12 Cost Savings Prediction with AI Models
ACTIVITY: Sequence Arrangement
6.13 Trends in AI-Driven Budgeting Systems
6.14 AI and the Future of Financial Decision-Making
ACTIVITY: Multiple Select
6.15 Case study: AI Algorithms for Project Scheduling, AI based model for Estimating Costs and Budget Allocation
ACTIVITY: Case Study
ACTIVITY: Let's Check Your Knowledge
Quiz
Module 7: AI for Planning Human Resources
Module 7: AI for Planning Human Resources
Audio Book: AI for Planning Human Resources
Podcast: AI for Planning Human Resources
7.1 The Role of AI in Modern HR Planning
7.2 Benefits of AI in Workforce Management
7.3 AI Tools for Resource Planning
7.4 AI for Skill Set Matching in Projects
7.5 Challenges of AI in HR Planning
ACTIVITY: Drag and Drop
7.6 AI for Predicting Human Resource Needs
7.7 Optimizing Workforce Allocation with AI
7.8 AI in Balancing Workloads and Resource Distribution
7.9 Resource Adjustment with AI
7.10 Challenges of Integrating AI with Project Resource Management
ACTIVITY: Scenario Activity
7.11 AI for Project-Specific Skill Matching
7.12 Predicting Team Performance Using AI
7.13 AI Tools for Skill Matching
7.14 AI for Performance Analysis of Employee
7.15 AI-based Prediction of Employee Retention
ACTIVITY: Multiple Choice
7.16 AI for Strategic HR Planning
7.17 Ethical Considerations in AI-Based HR
7.18 Challenges, Future, and Trends of AI for HR Planning
ACTIVITY: Tab
7.19 Case studies: Designing AI based model for HR Planning
Activity: True or False
ACTIVITY: Let's Check Your Knowledge
Quiz
Module 8: Stakeholder Management Using AI
Module 8: Stakeholder Management Using AI
Audio Book: Stakeholder Management Using AI
Podcast: Stakeholder Management Using AI
8.1 What is Stakeholder Management and Why is it Important?
8.2 What is Artificial Intelligence in Business Operations?
8.3 Benefits of Including AI in Stakeholder Engagement
8.4 Facilitating Human Decisions with AI
8.5 How hard is it to apply AI in Stakeholder Management?
ACTIVITY: Tab
8.6 Types of Stakeholders in Projects
8.7 How to Identify Stakeholders Using AI
8.8 Determination and Analysis of Stakeholder's Interest Using AI
8.9 Classification of Stakeholders by Using Machine Learning
8.10 AI in Monitoring Stakeholder Sentiment and Feedback
ACTIVITY: Sequence Arrangement
8.11 AI for Conflict Detection and Analysis
8.12 Sentiment Analysis in Conflict Scenarios
8.13 Machine Learning in Predicting Possible Conflicts
ACTIVITY: Carousel
8.14 Ethical Factors in AI and Handling Stakeholder Data Confidentiality
8.15 Human and AI Collaboration: Balancing in Stakeholder Management
8.16 Future Prospects: AI in Stakeholder Relations Development
ACTIVITY: Drag and Drop
8.17 Case studies: AI Tools for Stakeholder Management
ACTIVITY: Case Study
ACTIVITY: Let's Check Your Knowledge
Quiz
Module 9: AI-based Project Monitoring
Module 9: AI-based Project Monitoring
Audio Book: AI-based Project Monitoring
Podcast: AI-based Project Monitoring
9.1 Introduction to Project Monitoring
9.2 Role of AI in Modern Project Monitoring
9.3 Challenges in applying AI for the monitoring of projects
ACTIVITY: Multiple Choice
9.4 An overview of the AI-based project monitoring tools
9.5 Predictive analytics-based project timelines
9.6 AI-based milestone and deliverable tracking
ACTIVITY: Flip Card
9.7 Risk Factor Identification Using Artificial Intelligence
9.8 Machine Learning in Project Delay Prediction
9.9 Risk Warning and Alerting
Activity: True or False
9.10 Case studies: AI Tools for Project Monitoring
Activity: Scenario
ACTIVITY: Let's Check Your Knowledge
Quiz
Module 10: Transformative Role of Project Management
Module 10: Transformative Role of Project Management
Audio Book: Transformative Role of Project Management
Podcast: Transformative Role of Project Management
10.1 Adoption of AI in Project Management
10.2 Current AI-based Tools in Project Management
10.3 Benefits and Opportunities for Project Managers from AI
10.4 Challenges in AI Implementation
Activity: Accordion
10.5 AI-based Ethics on Decision-making
10.6 Bias in AI Algorithm
10.7 Explainability, Accountability, and Legal Challenges in AI Adoption
ACTIVITY: Multiple Select
10.8 Issues related to data quality and availability
10.9 Dilemmas in the attainment of AI model accuracy
10.10 Scalability and customization of AI tools
10.11 Implementing AI with the existing project management systems
10.12 Challenges in the Adoption of AI
ACTIVITY: Case Study
ACTIVITY: Let's Check Your Knowledge
Quiz
Additional Module - AI Agents For Project Management Practitioner
AI Agents Project Management Practitioner
Resources
AI+ Project Management Practitioner Blueprint
AI+ Project Management Practitioner Detailed Curriculum
AI+ Project Management Practitioner Tools
AI+ Project Management Practitioner Resources and References
AI CERTs Exam Guidelines
AI CERTs Exam Guidelines
AI+ Project Management Practitioner Examination
AI+ Project Management Practitioner Examination
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