Zinia Sultana Joti

Projects

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NLP-Based Classification of Nanoparticle-Membrane Interaction Mechanisms

Fine-tuned transformer-based language models including BERT, SciBERT, BioBERT, and PubMedBERT to classify PubMed abstracts into mechanistic categories such as adhesion, wrapping, penetration, and endocytosis.

NLPPubMedBERTSciBERTscientific text mining
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AGNews Text Classification

Text Classification using LSTM and Logistic Regression.

NLPLSTMLogistic RegressionAGNews
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Mechanobiology and Viscoelastic Modeling

Course project involving mechanical characterization and viscoelastic modeling of biological or soft materials using spring-dashpot models, creep, stress relaxation, and data fitting.

mechanobiologyviscoelasticityMaxwell modelKelvin-Voigt model
Fire fighting robot prototype

Fire Fighting Robot

A fire fighting robot that detects a flame, moves toward the source, and sprays water using a sensor-driven mobile platform.

Arduinoroboticssensorsundergraduate project
Line following robot

Line Following Robot

Undergraduate robotics workshop project that traces and follows a marked path, with team build photos, newspaper feature, and demo video.

roboticsline followingRoboSUST