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marketing-lora-tinyllama
Doers97/marketing-lora-tinyllama
marketing-lora-tinyllama is a machine learning model from Doers97. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for peft. The card lists the license as mit.
Fine-tuned with LoRA (PEFT) on 500+ marketing KPI examples to generate domain-specific campaign recommendations.
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At a glance
- Library
- peft
- License
- mit
- Access
- Public
- Created
- Feb 26, 2026
- Updated
- Feb 26, 2026
- SHA
- 71054472
Base models
Model card
From the Hugging Face model README
Marketing LoRA — TinyLlama 1.1B
Fine-tuned with LoRA (PEFT) on 500+ marketing KPI examples to generate domain-specific campaign recommendations.
GitHub: marketing-ai-analytics-platform
Live App: marketing-ai-platform-alpha.streamlit.app
Results
| Metric | Value |
|---|---|
| Base model | TinyLlama-1.1B-Chat |
| Technique | LoRA (r=8, alpha=16) |
| Trainable params | 0.10% |
| Val loss | 0.24 |
| Training time | 5 min (T4 GPU) |
Example
- ROI = -20% →
REVIEW immediately✅ - ROI = +381% →
SCALE immediately✅
Usage
from peft import PeftModel from transformers import AutoTokenizer, AutoModelForCausalLM
tokenizer = AutoTokenizer.from_pretrained("Doers97/marketing-lora-tinyllama") base = AutoModelForCausalLM.from_pretrained("TinyLlama/TinyLlama-1.1B-Chat-v1.0") model = PeftModel.from_pretrained(base, "Doers97/marketing-lora-tinyllama")
- Library
- peft
- License
- mit
- Languages
- en
- Created
- Feb 26, 2026
- Updated
- Feb 26, 2026