Artificial Intelligence · · 7 min read
AI and Data Analytics Career Roadmap
Navigating the transition from exploratory data analysis to generative AI model integration and industry automation pipelines.
From exploratory data analysis in Pandas to deploying machine learning models and generative AI pipelines, here is a practical learning roadmap.
Core data fluency
Master SQL queries, Python data structures, statistical analysis and business intelligence dashboards in Tableau or Power BI.
Applied AI and automation
Learn prompt engineering, retrieval-augmented generation (RAG) and model fine-tuning with strict ethical and data-privacy guardrails.