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Machine Learning Mental Model
Learn ML as a system, not fragmented topics
Video meeting . 45 mins
1:1 ML System Clarity Session
Understand Machine Learning as a complete system
Video meeting . 30 mins
1:1 ML Roadmap Session
Clear ML roadmap: what to learn, skip, and build
Video meeting . 45 mins
1:1 Project Guidance Session
ML project guidance from idea to execution
About me
Hi, I’m Er. Sumit Kumar, a Computer Science Engineer focused on understanding Machine Learning from a practical, real-world perspective.
Most learners struggle with ML because it is taught as fragmented topics—models, mathematics, and libraries—without showing how everything connects.
My approach is different.
I focus on understanding Machine Learning as a system:
- Why each component exists
- What problem it solves
- How everything works together in real-world applications
Through my learning journey, I’ve built a structured mental model that simplifies ML and makes it easier to understand and apply.