Experiences | Madhumitha Portfolio

INDUSTRY EXPERIENCE

Apr 2025 - Present

Acquired practical experience in Flask, designing and implementing RESTful APIs with MySQL integration, including a specialized API for dynamic, query-based team list generation.
Enhanced the user interface (UI) for agricultural detection models (crop and pest), significantly improving responsiveness and incorporating a user-centric drag-and-drop mechanism for efficient image data uploads.
Ensured high data integrity for a crop image dataset by annotating over 1,000 images (using Label Studio/CVAT) and conducting thorough data wrangling, preprocessing, and critical cleaning tasks, including the removal of duplicates and filtering of low-quality visuals.
Contributed to the technical documentation of an Open Data Platform by architecting UML diagrams to model system requirements and software architecture.
Developing a full-stack task management application featuring progress dashboards to monitor and optimize team productivity.
Optimized crop/non-crop classification model by evolving the approach from a Random Forest binary classifier of 72% accuracy to a Deep Learning CNN using PyTorch, achieving a peak accuracy of 96.25%.
Architected a responsive UI for automated pest detection, enabling single and batch image uploads to fetch real-time diagnostics and treatment remedies via seamless frontend-to-backend integration that supports bilingual support (English and Tamil) using ReactJS and TailwindCSS.

Jan 2025 – Apr 2025

Developing a task management application using the MERN stack with CRUD functionality, user authentication (JWT), and role-based access control.
Designing a responsive UI with React, Tailwind CSS, and Material-UI, featuring a form of task title, description,and due date.
Building a RESTful API with Express.js and MongoDB, ensuring efficient data storage and seamless task management.
Mastered full-stack development principles through comprehensive MERN stack training, focusing on the design and implementation of scalable, data-driven web architectures.

Jun 2021 - Apr 2022

Served as one of the class representatives at the Jupito Club, Department of Computer Science, Lady Doak College by winning rewards in both technical and non-technical competitions that are organized by the department club.
Demonstrated strong leadership qualities by representing my class in the college by participating in various programs and workshops.

Jul 2019 - Apr 2021

Engaged in organizing and leading interactive workshops during college events, resulting in a 20% increase in student participation and engagement levels.
Participated in a week-long virtual camp focused on building interpersonal skills, fostering social awareness towards national issues, and developing teamwork abilities, impacting over 100 fellow attendees.