Ajeet Kumar

Ajeet Kumar

Applied Mathematician with Specialization in Full Stack Machine Learning and Data Science

System Design Part 0

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System Design Part 9

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System Design from First Principles - The Mathematics of Attempts

System Design Part 8

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System Design from First Principles - CAP Theorem & PACELC

System Design Part 7

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System Design from First Principles - Sharding: When One Disk is Not Enough

Operational Ecosystems of LLMs in Python - Part 2

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Module 2 : Re-Engineering and Verification Workflow

Module‑1 showed you that LLMs are not magic but a composition of code, math, and hardware, all reachable from Python if we know where to look. It traced how LLMs sit in the stack: Python as glue, PyTorch as the modeling layer, and hardware‑specific backends (CPU, GPU, etc.) as the execution engines.