Johns Hopkins University
AI Strategy and Project Management Specialization
Johns Hopkins University

AI Strategy and Project Management Specialization

AI Strategy and Management for Business Leaders. Gain the skills to lead AI projects, implement ethical AI practices, and drive innovation with generative AI strategies in business environments.

Ian McCulloh

Instructor: Ian McCulloh

Sponsored by Louisiana Workforce Commission

Get in-depth knowledge of a subject
Intermediate level

Recommended experience

3 months
at 4 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
Intermediate level

Recommended experience

3 months
at 4 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Understand AI's core concepts, technologies, and their applications in business strategies, preparing for real-world AI project management.

  • Learn the ethical challenges of AI, including bias mitigation, and responsible decision-making in deploying AI solutions at scale.

  • Gain expertise in managing large AI projects, including risk management, resource allocation, and delivering AI systems that scale effectively.

  • Explore generative AI technologies, such as large language models, and their potential to drive innovation across industries and organizations.

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Taught in English
Recently updated!

December 2024

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Specialization - 4 course series

Core Concepts in AI

Course 123 hours

What you'll learn

  • Understand core AI and ML concepts, key vocabulary, and the R.O.A.D. Framework for effective AI project management and implementation.

  • Evaluate machine learning models using performance metrics and understand the tradeoffs in algorithm selection and optimization.

  • Analyze AI algorithms like SVM, Decision Trees, and Neural Networks, identifying their strengths, weaknesses, and practical applications.

  • Assess data quality, calculate inter-annotator agreement, and address resource and performance tradeoffs in AI and ML systems.

Skills you'll gain

Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: Applied Machine Learning
Category: Artificial Intelligence
Category: Machine Learning Methods
Category: Statistical Machine Learning
Category: Machine Learning
Category: Machine Learning Algorithms
Category: Data Quality
Category: Data Governance
Category: Computer Science
Category: Data Management
Category: Performance Management
Category: Performance Metric
Category: Performance Measurement

Responsible AI and Ethics

Course 216 hours

What you'll learn

  • Understand the sources and trade-offs of bias in both human and AI systems, and learn strategies for mitigating these biases in AI implementations.

  • Explore ethical frameworks for responsible AI, focusing on transparency, fairness, and accountability, and gain knowledge of laws surrounding AI.

  • Analyze real-world AI case studies to identify strengths and weaknesses in AI adoption, and understand the considerations for managing AI projects.

Skills you'll gain

Category: Data Governance
Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: Data Ethics
Category: Artificial Intelligence
Category: Project Risk Management
Category: Project Management
Category: Business Leadership
Category: Risk Management
Category: Governance
Category: Machine Learning
Category: Business Management
Category: Business Ethics
Category: Business Administration
Category: Computer Science

Generative AI

Course 312 hours

What you'll learn

  • Understand the theory and applications of generative AI, including transformers, large language models, and symbolic reasoning for content creation.

  • Explore how AI integrates with generative models to improve explainability, control, and responsible AI solutions in real-world applications.

  • Learn how to manage AI projects at scale, focusing on integrating generative and symbolic AI to address ethical considerations.

Skills you'll gain

Category: Artificial Intelligence
Category: OpenAI
Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: Generative AI
Category: ChatGPT
Category: Data Engineering
Category: Data Integration
Category: Extract, Transform, Load

AI Project Management

Course 415 hours

What you'll learn

  • Design scalable AI projects by balancing technical and managerial considerations, addressing resource allocation, and planning for future expansion.

  • Apply effective management strategies, including Agile methodologies and risk mitigation, to optimize delivery of large-scale AI initiatives.

  • Assess AI's impact on labor dynamics, including automation, role transitions, and team diversity, to build efficient and equitable project teams.

Skills you'll gain

Category: Project Management
Category: Engineering Management
Category: Project Design
Category: Project Planning
Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: Organizational Change
Category: Staff Management
Category: Organizational Development
Category: Workforce Management
Category: Risk Management
Category: Artificial Intelligence
Category: Operations Management
Category: Project Risk Management
Category: Business Transformation
Category: Change Management

Instructor

Ian McCulloh
Johns Hopkins University
17 Courses1,602 learners

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