Ashish Pal Blog Back to Home

AI, ML, and Career Transition Notes

Practical writing on system design for AI, learning roadmaps, and career decisions for data and machine learning professionals.

Roadmap

Roadmap Learning vs Random Tutorial Hopping

Published on 23 Jun 2026 • 6 min read

A practical framework to build your AI/ML learning path in phases: foundations, projects, and interview-oriented execution. Includes a checklist for weekly progress tracking.

Direct Link
System Design

AI System Design Basics for Working Professionals

Published on 23 Jun 2026 • 8 min read

Understand data flow, model serving, latency constraints, and monitoring patterns for production AI. Focused on decisions you should discuss in interviews and real projects.

Direct Link
Career

Career Transition Playbook: Analyst to ML Engineer

Published on 23 Jun 2026 • 7 min read

A transition guide covering portfolio strategy, project storytelling, and interview prep so your profile communicates impact clearly to recruiters and hiring managers.

Direct Link