Akshat M.

Key Skills

Software

No software listed

Top Subject Matter

Data Analytics & Manipulation: Cleaning

transforming

structuring raw datasets using Python (Pandas/NumPy)

Top Data Types

Document

Top Task Types

No task types listed

Freelancer Overview

In my recent smart traffic analytics project, I acted as the system architect and prompt programmer, designing a structured text-input pipeline to direct generative AI in writing the core codebase. Instead of coding from scratch, I engineered precise logical constraints, role prompts, and system variables that guided the AI to generate targeted Python scripts using Pandas, NumPy, and scikit-learn. I then systematically audited, debugged, and refined the AI’s output to match our exact system requirements, effectively managing the development cycle from conceptual logic to a functional simulation model.

Labeling Experience

yes, I have practical experience

Computer Code ProgrammingComputer Programming/Coding

es, I have practical experience. In my recent smart traffic analytics project, I designed a pipeline that used Scikit-Learn’s K-Means clustering to execute unsupervised data labeling, automatically partitioning raw, unlabeled traffic sensor streams into distinct categories (Optimal, Warning, and Anomaly states). Additionally, I have extensive experience in AI training workflows via prompt programming, where I engineered precise logical constraints, system parameters, and iterative debugging steps to guide generative models in producing functional, deployment-ready code.

2026 - 2026

Education

Work History