---
license: apache-2.0
base_model: mistralai/Mistral-7B-Instruct-v0.2
tags:
- programmatic-advertising
- ad-tech
- fine-tuned
- lora
- mistral
language:
- en
---

# Programmatic AdTech LLM — Mistral 7B

A fine-tuned version of Mistral-7B-Instruct-v0.2 trained on programmatic advertising domain knowledge.

## Model Details

- **Base model:** mistralai/Mistral-7B-Instruct-v0.2
- **Fine-tuning method:** QLoRA (4-bit quantization + LoRA)
- **Developed by:** muradAgain
- **Language:** English
- **License:** Apache 2.0

## Training Details

- **Dataset:** 96 ad tech Q&A pairs across 10 categories
- **Categories:** Fundamentals, Supply Path, Ad Fraud, Targeting, CTV, DOOH, Measurement, Privacy, Political Advertising, Brand Safety, Campaign Operations
- **Epochs:** 3
- **Learning rate:** 2e-4
- **Hardware:** Kaggle T4 x2 GPU (free tier)
- **Final training loss:** 0.19

## Use Cases

- Ad tech education and onboarding
- Programmatic advertising Q&A assistant
- Internal tooling for AdOps teams
- Embedded chatbot for ad tech platforms

## Limitations

- Trained on a small dataset (96 examples)
- Knowledge limited to training data categories
- Not suitable for real-time bidding decisions or financial advice