Exploring Data Science and AI Engineering: My Learning Roadmap
A student's evolving blueprint for navigating Data Science and AI: distinguishing the skills I have practiced, what I am learning now, and what lies ahead.
Index of Writings
Articles & Field Notes
A chronological archive of technical explorations, post-mortems, conceptual breakdowns, and study notes. Written from the perspective of an engineering student.
Preparing for GATE DA 2027: Syllabus Breakdown, Strategy, and Accountability
Why I am preparing for the GATE Data Science and AI paper (GATE DA 2027), breaking down the syllabus, and my plan to begin focused preparation in December 2026.
Building Technical Projects as a Student: Practical Lessons from ResourceBridge
Why following tutorials is never enough: practical lessons in scoping, debugging, and teamwork from building ResourceBridge at a hackathon.
Data Science, AI, and Machine Learning: Understanding the Overlap
A clear, conceptual guide distinguishing Data Science, Artificial Intelligence, and Machine Learning from the perspective of an engineering student.
Why I Became Interested in AI and Machine Learning
An honest look at how moving from deterministic rules to pattern-learning algorithms and applied mathematics sparked my curiosity about AI and ML.
How I Discovered Data Science: From Code to Questions
Why exploratory data analysis, statistics, and uncovering patterns in raw data made Data Science stand out as an exciting area of study.
Technology Domains I Explored Before Finding My Focus
How exploring web development, hackathons, and database systems helped me discover a genuine focus in Data Science and Machine Learning.
How I Started Exploring Programming: Beyond Syntax to Problem-Solving
The transition from passively following video tutorials to writing original code, overcoming the syntax trap, and why Python became my core language.
My First Year of B.Tech: Expectations vs. Reality
Reflecting on the transition into engineering at Integral University, Lucknow: the gap between initial assumptions, foundational coursework, and independent study habits.
Why I Started Beyond the Algorithm: Notes from an Engineering Journey
Why I founded Beyond the Algorithm to document my journey as a 3rd-year B.Tech CSE student at Integral University exploring programming, Data Science, AI, and preparation for GATE DA 2027.