@datascibykashi: Data Specialist evolving into AI Engineer is a journey of steady upgrading, not overnight magic. Here’s the full roadmap I wish someone handed me earlier: Start with Python, NumPy, Pandas. Build comfort with data pipelines. Climb into ML basics, then master model tuning, MLOps fundamentals, APIs, and deployment. Learn cloud tools like AWS/GCP, vector databases, and experiment with LLM frameworks. Turn every small project into a portfolio seed. The more you ship, the faster you rise. What’s the one AI skill you’re struggling with right now? Comment it, I’ll guide you. #AIEngineerRoadmap #DataSpecialist #AIJobs #RoadToAI #creatorsearchinsights

Data Scientist | Kashi

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Monday 12 January 2026 06:51:54 GMT