Lynxx

Key Skills

Software

Other

Top Subject Matter

Agriculture/Livestock health and weight estimation

Software engineering for AI model deployment (project-level)

Top Data Types

Image

Top Task Types

Object Detection

Segmentation

Classification

Evaluation/Rating

Prompt + Response Writing (SFT)

Freelancer Overview

CNN-Based Livestock Estimation (project). Core strengths include OpenCV and Other. Education includes Bachelor of Technology, Vellore Institute of Technology (2025) and Higher Secondary Certificate, St. Michael’s High School (2021). AI-training focus includes data types such as Image, Computer Code, and Programming and labeling workflows including Object Detection, Computer Programming, and Coding.

Labeling Experience

AutoVista – Virtual Car Showroom (project-level AI integration and deployment practices)

Other

Developed an ML-driven full-stack system workflow by integrating predictive CNN outputs into an application-style project context. Implemented supporting backend and data-handling logic to enable dynamic access to model-related outputs through APIs. Focused on deploying and maintaining the system so predictions could be used by end users. • Built backend services to support model usage • Integrated prediction outputs conceptually into an application pipeline • Implemented RESTful APIs for dynamic queries • Deployed frontend and backend with CI/CD workflows

2024 - 2024

CNN-Based Livestock Estimation (project)

ImageObject Detection

Built and trained a CNN model using image data to estimate livestock weight and infer health indicators from visual inputs. Used OpenCV in an automated preprocessing pipeline to normalize, resize, and denoise images prior to training. Tuned the TensorFlow model performance with techniques such as batch normalization and dropout for improved validation accuracy. • Applied CNN training workflow on image datasets • Designed preprocessing steps with OpenCV • Performed hyperparameter tuning in TensorFlow • Achieved ~93% validation accuracy on the model

2024 - 2024

Education

Work History