Sahil

Key Skills

Software

AWS SageMaker

Label Studio

Top Subject Matter

Agriculture Domain Expertise

Plant Disease Diagnosis

Top Data Types

Image

Document

Top Task Types

Fine-tuning

Freelancer Overview

Fine-tuning and continuous training of agricultural disease classifier. Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include TensorFlow. Education includes Bachelor of Technology, CHARUSAT University (2023) and Diploma, Maharaja Sayajirao University (2023). AI-training focus includes data types such as Image and labeling workflows including Fine-tuning.

Labeling Experience

Fine-tuning and continuous training of agricultural disease classifier

ImageFine-tuning

Fine-tuned a MobileNetV3 model on a custom dataset of 28,000 crop leaf images across 12 disease classes for disease classification. The model was retrained regularly using new, labeled feedback data validated by farmers. Labeled data was used bi-weekly to ensure continuous improvement of the classifier for agricultural disease detection. • Curated and annotated a custom dataset of crop leaf images with class labels indicating specific diseases. • Built and deployed a feedback loop system allowing end users to validate and submit additional label corrections. • Regularly processed new data from the feedback loop for bi-weekly fine-tuning sessions. • Achieved high accuracy in real-world diagnosis use cases for farmers.

Not specified

Education

Work History