Repositories

Selected GitHub repositories showcasing research implementations, experiments, and reproducible systems.

Selected work: research prototypes, reproducible experiments, and end-to-end implementations.

These repositories provide implementation details and reproducible code supporting my research projects. For structured descriptions and methodologies, please refer to the Projects section.

For more, visit my GitHub profile: github.com/md-naim-hassan-saykat

Skin Lesion Classification Ensemble
Skin Lesion Classification (Ensemble)
Medical Imaging

Multi-model ensemble (CNN/ResNet/DenseNet/EfficientNet/ConvNeXt/MobileNet/ViT) with external validation + Grad-CAM.

HAM10000 ISIC 2019 Explainability PyTorch
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Skin Cancer CNN Baseline
Skin Cancer Classification (CNN Baseline)
Medical Imaging

Strong baseline for dermoscopic image classification with training, evaluation, and interpretability workflow.

CNN Grad-CAM Reproducible
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Patent Retrieval & Re-ranking
Patent Retrieval & Re-ranking
IR / NLP

Dense retrieval + transformer cross-encoder re-ranking, evaluated with Recall@k, MAP, MRR.

Dense Retrieval Reranking Evaluation
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CycleGAN Horse ↔ Zebra
CycleGAN Horse ↔ Zebra
Computer Vision

PyTorch implementation of unpaired image-to-image translation with qualitative + quantitative evaluation.

CycleGAN GANs SSIM/PSNR
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Emotion Recognition NLP
Emotion Recognition (NLP)
NLP

Classical ML baselines and transformer models for emotion classification with clear evaluation scripts.

Transformers Baselines Hugging Face
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