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Subibhu Baral

AI Labeling and Fine-Tuning for Produce Freshness Analysis

Nepal flagPokhara, Nepal
$10.00/hrIntermediateAws SagemakerGoogle Cloud Vertex AIOpencv AI Kit Oak

Key Skills

Software

AWS SageMakerAWS SageMaker
Google Cloud Vertex AIGoogle Cloud Vertex AI
OpenCV AI Kit (OAK)OpenCV AI Kit (OAK)
RoboflowRoboflow
Internal/Proprietary Tooling

Top Subject Matter

Agriculture Domain Expertise
Food Quality Assessment
Computer Vision

Top Data Types

ImageImage
VideoVideo
TextText

Top Task Types

Fine Tuning
Object Detection
Bounding Box
Classification

Freelancer Overview

AI Labeling and Fine-Tuning for Produce Freshness Analysis. Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include TensorFlow. Education includes Bachelor of Engineering, Pokhara University School of Engineering (2025). AI-training focus includes data types such as Image and labeling workflows including Fine-tuning and Object Detection.

IntermediateHindiNepaliEnglish

Labeling Experience

AI Labeling and Fine-Tuning for Produce Freshness Analysis

ImageFine Tuning
Fine-tuned a TensorFlow model on over 40,000 images to enable automated analysis of produce freshness for quality control. Curated, labeled, and validated agricultural produce images to generate reliable freshness metrics used in an AI-powered marketplace. Contributed expertise to optimizing freshness index scoring for real-time customer insight. • Managed large-scale produce image dataset labeling and validation. • Established automated acceptance/rejection pipeline based on quality thresholds. • Applied TensorFlow to implement and deploy real-time assessment models. • Ensured ground-truth relevance and clear annotation standards throughout the process.

Fine-tuned a TensorFlow model on over 40,000 images to enable automated analysis of produce freshness for quality control. Curated, labeled, and validated agricultural produce images to generate reliable freshness metrics used in an AI-powered marketplace. Contributed expertise to optimizing freshness index scoring for real-time customer insight. • Managed large-scale produce image dataset labeling and validation. • Established automated acceptance/rejection pipeline based on quality thresholds. • Applied TensorFlow to implement and deploy real-time assessment models. • Ensured ground-truth relevance and clear annotation standards throughout the process.

2025 - 2025

Data Annotation for Human Detection & Recognition System

ImageObject Detection
Developed a computer vision system by training deep learning models for real-time human detection and recognition from camera inputs. Built a custom database of annotated human images to enhance accuracy in identity recognition. Showcased practical deployment of AI for security and event demonstration purposes. • Labeled image data for human detection using object detection techniques. • Used TensorFlow and OpenCV for training and model validation. • Established inference pipelines for individual identification from video streams. • Integrated REST APIs to facilitate rapid information retrieval based on detection results.

Developed a computer vision system by training deep learning models for real-time human detection and recognition from camera inputs. Built a custom database of annotated human images to enhance accuracy in identity recognition. Showcased practical deployment of AI for security and event demonstration purposes. • Labeled image data for human detection using object detection techniques. • Used TensorFlow and OpenCV for training and model validation. • Established inference pipelines for individual identification from video streams. • Integrated REST APIs to facilitate rapid information retrieval based on detection results.

2023 - 2023

Education

P

Pokhara University School of Engineering

Bachelor of Engineering, Computer Engineering

Bachelor of Engineering
2025

Work History

B

Bingo Labs

DevOps Engineer

Pokhara
2025 - Present
F

Federation of Nepalese Chambers of Commerce & Industry

Technical Intern

Kathmandu
2025 - 2025