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Ariful Islam

Ariful Islam

Banana ripeness image data labeling for ML classification project

Bangladesh flagSylhet, Bangladesh
$25.00/hrEntry Level

Key Skills

Software

No software listed

Top Subject Matter

Food Technology/Fruit Ripeness
Food Quality/Milk Processing

Top Data Types

ImageImage
TextText

Top Task Types

ClassificationClassification

Freelancer Overview

Banana ripeness image data labeling for ML classification project. Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Science, Shahjalal University of Science & Technology (2026) and Master of Science, Shahjalal University of Science & Technology (2026). AI-training focus includes data types such as Image and Text and labeling workflows including Classification.

Entry LevelEnglishBengali

Labeling Experience

Milk quality labeling for machine learning prediction

TextClassification
Sensor data related to milk quality parameters was labeled to train an ML model for automated quality classification. Each sample was classified into predefined quality grades using key measured attributes. The data labeling process ensured high accuracy and aligned with industrial food safety principles. • Annotated sensor-derived data points based on laboratory measurements. • Maintained rigorous labeling for pH, temperature, and turbidity. • Supported classification of milk batches into Low, Medium, and High quality. • Enabled model validation through precisely labeled input features.

Sensor data related to milk quality parameters was labeled to train an ML model for automated quality classification. Each sample was classified into predefined quality grades using key measured attributes. The data labeling process ensured high accuracy and aligned with industrial food safety principles. • Annotated sensor-derived data points based on laboratory measurements. • Maintained rigorous labeling for pH, temperature, and turbidity. • Supported classification of milk batches into Low, Medium, and High quality. • Enabled model validation through precisely labeled input features.

2023 - 2023

Banana ripeness image data labeling for ML classification project

ImageClassification
I collected and processed image data to train a classification model for distinguishing banana ripeness. Image data was labeled as "naturally ripened" or "chemically ripened." The model's performance was improved through hyperparameter tuning and robust feature engineering. • Labeled images based on visible characteristics of bananas. • Applied various ML classification algorithms to annotated datasets. • Improved label quality with advanced feature selection methods. • Evaluated and validated model predictions using annotated data.

I collected and processed image data to train a classification model for distinguishing banana ripeness. Image data was labeled as "naturally ripened" or "chemically ripened." The model's performance was improved through hyperparameter tuning and robust feature engineering. • Labeled images based on visible characteristics of bananas. • Applied various ML classification algorithms to annotated datasets. • Improved label quality with advanced feature selection methods. • Evaluated and validated model predictions using annotated data.

2023 - 2023

Education

S

Shahjalal University of Science & Technology

Master of Science, Data Science

Master of Science
2022 - 2026
S

Shahjalal University of Science & Technology

Bachelor of Science, Food Engineering

Bachelor of Science
2022 - 2026

Work History

N

N/A

Machine Learning Developer

Sylhet
2022 - Present