1. 1.1 Understanding of AI, ML, and Deep Learning
2. 1.2 AI Lifecycle & Real-World Applications
3. 1.3 Societal Impact of AI
4. 1.4 Use Case: Triage System (AI for Emergency Services)
5. 1.5 Case Study: Retail Recommendation System (Personalizing Customer Experience)
6. 1.6 Hands-on: Use Teachable Machine to Build a Simple AI Classifier

1. 2.1 Introduce AI Strategy Alignment Frameworks: AI Canvas, Value vs Feasibility Matrix
2. 2.2 Signs That a Process May Benefit from AI: Repetitive Tasks, Data-Rich Environments, Personalization Needs
3. 2.3 Prioritization Techniques: Weighted Scoring, Risk-Adjusted ROI
4. 2.4 Use-Case: Financial AI – Fraud Detection Systems Using AI
5. 2.5 Case Study: AI-Driven Project Management System for a Program Director
6. 2.6 Hands-on: Use Trello to Create a Board and Prioritize AI Opportunities Within a Given Scenario

1. 3.1 Responsible AI Principles
2. 3.2 AI Bias & Risk Mitigation
3. 3.3 Use-case: Auditing Bias in AI-Powered Recruitment to Ensure Fair Hiring
4. 3.4 Case Study: Mitigating Algorithmic Bias in Credit Scoring Models to Ensure Fair Lending Practices
5. 3.5 Hands-on: Use Google’s What-If Tool in Google Colab to Evaluate Model Fairness and Bias

1. 4.1 AI Project Planning & CRISP-DM
2. 4.2 Integration: Build vs Buy vs Partner
3. 4.3 AI Project Management Tools
4. 4.4 Use Cases: AI for Predictive Maintenance (Asset Management in Manufacturing)
5. 4.5 Tool-Based Hands-on Activity: Simulate an AI Project in Asana

1. 5.1 Data Governance & Quality
2. 5.2 Setting up Data Pipelines for AI
3. 5.3 Sensitive Data Management
4. 5.4 Use Case: Retail Inventory System — AI-driven Restocking and Demand Prediction
5. 5.5 Case Study: Healthcare Data Security — Managing Patient Privacy in AI-Based Healthcare Systems
6. 5.6 Tool-Based Hands-on Activity: Set up Airbyte Cloud and Build a Basic Data Pipeline

1. 6.1 Evaluating AI Solutions
2. 6.2 Vendor Evaluation & Management
3. 6.3 Use Case: AI Vendor Selection — Choosing Predictive Maintenance Solutions for a Manufacturing Plant
4. 6.4 Tool-Based Hands-on Activity: Use a Vendor Selection Template to Evaluate AI Vendors (Google Sheets)

1. 7.1 Regulatory Frameworks
2. 7.2 Bias Detection & Mitigation
3. 7.3 Use Case: Facial Recognition Bias (Law Enforcement Systems)
4. 7.4 Case Study: AI in Finance: Ensuring Compliance in AI Deployments
5. 7.5 Tool-Based Hands-on Activity: Bias Testing & Fairness Evaluation Using KNIME and Google PAIR Facets Fairness Explorer

1. 8.1 AI Project Management Tools
2. 8.2 Data Management Tools
3. 8.3 Case Study and Use Case: AI Workflow Management: Using project management tools for AI deployment in the retail sector
4. 8.4 Tool-Based Hands-on Activity: Use Asana to simulate project timelines, setting up tasks and milestones for an AI initiative

1. 9.1 Leading AI Teams & Change Management
2. 9.2 Managing Stakeholders & Communication
3. 9.3 Use Case: AI in Manufacturing: Leading AI Implementation in a Large-Scale Manufacturing Operation
4. 9.4 Tool-Based Hands-on Activity: Use Miro to Map Stakeholder Communication Strategies and Identify Key Influencers

1. 10.1 From Pilot to Full-Scale Deployment
2. 10.2 Organizational Maturity Models for AI
3. 10.3 Use Case: Scaling AI in Retail: Expanding AI-driven Recommendations Globally
4. 10.4 Tool-Based Hands-on Activity: Create a Scaling Roadmap Using Lucidchart Outlining Key steps in Scaling AI Initiatives.

1. 11.1 Emerging AI Technologies
2. 11.2 Use Case / Case Study: AI in Autonomous Vehicles: The future of AI in self-driving cars
3. 11.3 Tool-Based Hands-on Activity: Explore Hugging Face Transformers for NLP and TensorFlow for Deep Learning Applications

1. 12.1 Capstone Project Overview
2. 12.2 Presentation & Feedback
3. 12.3 Final Review & Certification – Method, Process, and Feedback Mechanism

AI Tools You’ll Learn

Microsoft Project

JIRA

Trello

Asana

Monday.com

Basecamp

Wrike

ClickUp

GitLab

Confluence

Smartsheet

Slack

Power BI

Tableau

Azure DevOps

AWS CloudFormation

Google Cloud AI Platform

TIBCO Jaspersoft

RapidMiner

Minitab

Balsamiq

Miro

Zoom

Jenkins

Salesforce

Lucidchart

ServiceNow

Redmine

Airtable

Workfront

Notion

QlikView

Klipfolio

Hootsuite