---
language: en
pipeline_tag: text-generation
tags:
- deepseek
- deepseek-coder
- peft
- lora
- qlora
- trl
- sft
- mcq
- education
- docker
- fastapi
- python
- rag
license: other
base_model: deepseek-ai/deepseek-coder-1.3b-instruct
---

# DeepSeek MCQ Trainer (LoRA) — by Mohammed Sayeeduddin

## Model Details
- **Model name:** `psdba/deepseek-mcq-trainer-mohammedsayeeduddin-lora`
- **Developed by:** **Mohammed Sayeeduddin**
- **Model type:** LoRA adapter (PEFT) fine-tuned for structured MCQ generation
- **Base model:** `deepseek-ai/deepseek-coder-1.3b-instruct`
- **Primary use:** Instructor-grade MCQ generation in **strict JSON** format for IT training
- **Language(s):** English
- **License:** This repository contains **LoRA adapter weights only**. Usage is subject to the license of the **base model** (`deepseek-ai/deepseek-coder-1.3b-instruct`). Please review and comply with that license before commercial or redistribution use.

## Model Description
This is a **specialist training model** designed to generate multiple-choice questions (MCQs) in a strict, machine-readable JSON schema.

The adapter was fine-tuned to produce:
- 4 options (A/B/C/D)
- exactly 1 correct answer
- short explanation
- JSON-only responses (no markdown, no extra commentary)

## Intended Use
### Direct Use
- Corporate training MCQs (FastAPI, Docker/Linux, Python Core, LLM/RAG)
- Classroom quizzes and practice tests
- Building MCQ datasets for LMS/Excel ingestion

### Downstream Use
- Integration into training platforms (MCQ generators, exam portals)
- Dataset generation pipelines (JSON → CSV → LMS)

## Out-of-Scope Use
- Medical / legal / financial advice
- Open-domain chat or creative writing
- High-stakes decisions without human validation

## Bias, Risks, and Limitations
- MCQs may still contain imperfections or ambiguous distractors.
- Always validate questions before real exams or certifications.
- Model can hallucinate if prompts are unclear or request unsupported topics.

## How to Get Started

### Install
```bash
pip install -U transformers peft accelerate