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--- |
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language: "en" |
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license: "mit" |
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tags: |
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- mistral |
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- lora |
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- unsloth |
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- career-coach |
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- resume-analysis |
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- fine-tuning |
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- llm |
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datasets: |
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- UpdatedResumeDataSet |
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- Dataset-Project-404 |
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model-index: |
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- name: Resume & Career Coach LLM |
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results: |
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- task: |
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type: text-generation |
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name: Text Generation |
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dataset: |
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name: Career Coach Resume Dataset |
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type: custom |
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metrics: |
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- name: qualitative_evaluation |
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type: human |
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value: "Consistent and context-aware feedback on resumes" |
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--- |
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# Overview |
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A fine-tuned Mistral-7B model using LoRA + Unsloth that acts as an AI career advisor. |
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It analyzes resumes and provides personalized feedback, job role suggestions, and skill recommendations. |
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## Training Details |
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- **Base model:** unsloth/mistral-7b-instruct-v0.3-bnb-4bit |
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- **Fine-tuning method:** LoRA (PEFT) |
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- **Frameworks:** Unsloth, Transformers, TRL |
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## Dataset |
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- `UpdatedResumeDataSet.csv` — labeled resume data |
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- `Dataset Project 404.xlsx` — multiple-intelligence career mapping |
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## Features |
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- Provides resume score and feedback |
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- Suggests suitable job roles and upskilling paths |
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- Lightweight 4-bit fine-tuned model for efficient inference |
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## Intended Use |
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This model is intended for educational and research purposes related to AI-driven career guidance systems. |
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## License |
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MIT License |
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Overview: |
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A fine-tuned Mistral-7B model using LoRA + Unsloth that acts as an AI career advisor. |
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It analyzes resumes and provides personalized feedback, job role suggestions, and skill recommendations. |
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Training Details: |
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Base model: unsloth/mistral-7b-instruct-v0.3-bnb-4bit |
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Fine-tuning method: LoRA (PEFT) |
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Frameworks: Unsloth, Transformers, TRL |
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Dataset: |
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UpdatedResumeDataSet.csv – labeled resume data |
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Dataset Project 404.xlsx – multiple-intelligence career mapping |
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Features: |
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Upload a resume (.pdf, .docx, .txt) or paste text |
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Receive personalized resume feedback |
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Get career path and skill recommendations |
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Runs locally or via Hugging Face Spaces |
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Tech Stack: |
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Python, Unsloth, Hugging Face Transformers, PEFT, Gradio, PyPDF2, python-docx |
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- **Developed by:** anerudh10 |
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- **License:** apache-2.0 |
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- **Finetuned from model :** unsloth/mistral-7b-instruct-v0.3-bnb-4bit |
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This mistral model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library. |
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[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth) |
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