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anerudh10
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resume_llm

Safetensors
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mistral
lora
unsloth
career-coach
resume-analysis
fine-tuning
llm
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resume_llm
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---
language: "en"
license: "mit"
tags:
  - mistral
  - lora
  - unsloth
  - career-coach
  - resume-analysis
  - fine-tuning
  - llm
datasets:
  - UpdatedResumeDataSet
  - Dataset-Project-404
model-index:
  - name: Resume & Career Coach LLM
    results:
      - task:
          type: text-generation
          name: Text Generation
        dataset:
          name: Career Coach Resume Dataset
          type: custom
        metrics:
          - name: qualitative_evaluation
            type: human
            value: "Consistent and context-aware feedback on resumes"
---

# Overview
A fine-tuned Mistral-7B model using LoRA + Unsloth that acts as an AI career advisor.  
It analyzes resumes and provides personalized feedback, job role suggestions, and skill recommendations.

## Training Details
- **Base model:** unsloth/mistral-7b-instruct-v0.3-bnb-4bit  
- **Fine-tuning method:** LoRA (PEFT)  
- **Frameworks:** Unsloth, Transformers, TRL  

## Dataset
- `UpdatedResumeDataSet.csv` — labeled resume data  
- `Dataset Project 404.xlsx` — multiple-intelligence career mapping  

## Features
- Provides resume score and feedback  
- Suggests suitable job roles and upskilling paths  
- Lightweight 4-bit fine-tuned model for efficient inference  

## Intended Use
This model is intended for educational and research purposes related to AI-driven career guidance systems.

## License
MIT License
Overview:
A fine-tuned Mistral-7B model using LoRA + Unsloth that acts as an AI career advisor.
It analyzes resumes and provides personalized feedback, job role suggestions, and skill recommendations.

Training Details:

Base model: unsloth/mistral-7b-instruct-v0.3-bnb-4bit

Fine-tuning method: LoRA (PEFT)

Frameworks: Unsloth, Transformers, TRL

Dataset:

UpdatedResumeDataSet.csv – labeled resume data

Dataset Project 404.xlsx – multiple-intelligence career mapping

Features:

Upload a resume (.pdf, .docx, .txt) or paste text

Receive personalized resume feedback

Get career path and skill recommendations

Runs locally or via Hugging Face Spaces

Tech Stack:
Python, Unsloth, Hugging Face Transformers, PEFT, Gradio, PyPDF2, python-docx


- **Developed by:** anerudh10
- **License:** apache-2.0
- **Finetuned from model :** unsloth/mistral-7b-instruct-v0.3-bnb-4bit

This mistral model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.

[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)