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---
pretty_name: Ankit Kumar Singh AI Portfolio Model & Dataset Registry
tags:
- portfolio
- mlops
- model-evaluation
- responsible-ai
---
# AI Portfolio Model & Dataset Registry

Central evidence-aware registry for the models, model references and datasets used across the five flagship portfolio roadmaps.

| Asset | Type | Evidence status | Link |
|---|---|---|---|
| AgentForge Governed RAG Evaluation Set | dataset | published owned evaluation fixtures | [HF](https://huggingface.co/datasets/singhankit491/agentforge-governed-rag-evals) |
| ClinRoute Synthetic ENT Referrals | dataset | published generated synthetic dataset | [HF](https://huggingface.co/datasets/singhankit491/clinroute-synthetic-referrals) |
| ClinRoute TF-IDF + Logistic Regression Synthetic v2 | model | published reproducibly trained model artifacts | [HF](https://huggingface.co/singhankit491/clinroute-tfidf-logreg-synthetic-v2) |
| MedLake Synthetic Screening Events | dataset | published generated synthetic dataset | [HF](https://huggingface.co/datasets/singhankit491/medlake-synthetic-screening-events) |
| Five-Class Otoscopic Dataset Specification | dataset-card | published metadata-only; images intentionally excluded | [HF](https://huggingface.co/datasets/singhankit491/otoscopic-five-class-dataset-spec) |
| OtoVision EfficientNet-B0 Reference | model-card | published reference card; no user checkpoint | [HF](https://huggingface.co/singhankit491/otovision-efficientnet-b0-reference) |
| OtoSage EfficientNetV2-S Reference | model-card | published reference card; no user checkpoint | [HF](https://huggingface.co/singhankit491/otosage-efficientnetv2-s-reference) |

## Deliberately not misrepresented
- **AgentForge provider-backed LLM:** no specific production model is pinned yet, so no LLM checkpoint is published as mine.
- **ClinRoute Transformer candidate:** optional path exists, but no specific Transformer candidate is currently selected/benchmarked.
- **Otoscopic medical images:** metadata card only; images are not redistributed without established rights/provenance.
- **OtoVision/OtoSage pretrained EfficientNet weights:** referenced via torchvision identifiers; third-party pretrained weights are not mirrored as user-trained models.

GitHub portfolio: https://github.com/singhankitsrf  
Hugging Face profile: https://huggingface.co/singhankit491