The AI ecosystem is expanding beyond simple chatbot usage.
A practical learning roadmap can move through several layers:
Foundation
Data literacy
Prompt engineering
Responsible AI
Technical development
Programming
Machine learning
NLP
AI application development
AI systems
Agent workflows
Deployment
Observability
Business application
Automation
Human-AI collaboration
Workflow design
The important distinction is between using an AI tool and building systems around AI. Developers interested in the latter should eventually understand APIs, data, application architecture, testing, deployment, and monitoring.
The Campus Review has a broader guide covering these AI skills and their relevance to different career paths.
https://thecampusreview.com/edtech-and-ai/ai-skills-to-learn/
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