A step-by-step breakdown of two structured, time-boxed learning paths — plus a course-swap comparison table if you'd rather mix and match.
Build intelligent tool-using agents with the OpenAI Responses API, integrate APIs via function calling, orchestrate multi-agent workflows with the Agents SDK, and deploy production-ready agents with Streamlit, Flask, and the GPT Store.
Backlog management, prioritization, and Agile practices including release planning; preps for the Scrum.org PSPO I exam.
AI-assisted ideation, prototyping, and testing for interface design work.
Coding, building, and testing an application upgraded with generative AI, source control, and unit testing.
Audit your workflow and build a functional web app via vibe coding — no prior coding needed — practicing with Google AI Studio.
Product strategy, roadmaps, and requirements gathering across AI and cloud capabilities, using Microsoft tools.
Agile and lean principles, kanban, and scrum, with hands-on Jira practice.
HTML, CSS, JavaScript, responsive design, accessibility, Git/GitHub, and Microsoft Copilot.
Cursor, Copilot, Claude Code, and MCP — building websites, browser extensions, database-powered apps, and a mobile app, deployed via GitHub and Netlify.
Server-side logic, APIs, and databases.
| Slot | Primary pick | Can swap for | Difference |
|---|---|---|---|
| Product Management | Microsoft AI Product Manager | IBM AI Product Manager | IBM is faster (~3 mo, job-ready framing), leans prompt-engineering; Microsoft leans Copilot/Power BI/Azure and enterprise tooling. |
| Duke AI Product Management (Specialization) | More academic/ML-fundamentals-heavy — better if you want to understand how ML works, not just manage it. | ||
| Product Ownership | Agile with Atlassian Jira | IBM Product Owner Professional Certificate | IBM is longer (~2 mo), preps for the Scrum.org PSPO I exam — a real credential. Jira course is shorter, tool-hands-on, no cert prep. |
| Professional Scrum Product Ownership (Scrum.org) | Most rigorous, official Scrum.org content — best if the PSPO I cert itself matters. | ||
| Frontend coding foundation | Introduction to Web Development (Microsoft) | Meta Front-End Developer Professional Certificate | Meta is far deeper (~7 mo) — React, Bootstrap, coding-interview prep. Microsoft's is a fast on-ramp (1–3 mo), thinner. |
| IBM Introduction to Web Development with HTML, CSS, JavaScript | Similar scope to Microsoft's, IBM-branded, no Copilot integration. | ||
| AI-assisted building | Vibe Coding Essentials (Scrimba) | Vibe Coding for Beginners: From Zero to App (Google Cloud) | Google Cloud's is narrower — Gemini + Firebase only. Scrimba's is broader across multiple AI tools. |
| AI-design (optional) | Generative AI for UI UX Design (IBM) | UI/UX Design Fundamentals & Prototyping with GenAI (SkillUp) | SkillUp starts further back — core UX/UI fundamentals (Figma) before layering AI. |
| Real agent-building (optional) | Build Powerful AI Agents with OpenAI Tools | Build AI Agents with n8n | n8n is no-code/visual — faster prototyping, not real engineering. OpenAI Tools cert uses real APIs/SDK. |
| Agentic AI and AI Agents for Leaders | Conceptual only, for non-technical decision-makers — not a substitute for building agents yourself. | ||
| Deployment/maintenance | DevOps and AI on AWS | Generative AI for Software Development (DeepLearning.AI/IBM) | AWS course is deployment/CI-CD-focused; the DeepLearning.AI one is about using AI as a coding aid, lighter on DevOps. |