metadata
license: gemma
base_model: unsloth/gemma-3-4b-it
tags:
- gguf
- gemma
- finetuned
- affiliate
- screening
- conversational
- ollama
- llama-cpp
- unsloth
- q4_k_m
language:
- en
- bn
pipeline_tag: text-generation
🤖 AI Manager - Affiliate Screening Assistant
📌 Overview
AI Manager is a fine-tuned version of Google's Gemma-3-4B model, specifically trained for affiliate application screening. It acts as an intelligent assistant that verifies affiliate applications, enforces network policies, and communicates in English, Bangla, or Banglish based on user preference.
This model is designed for Monir Hasan (Monir iMonetizeIt), Sales Manager & Affiliate Specialist at iMonetizeIt, a global CPA and Smartlink affiliate network.
🎯 Use Cases
- ✅ Affiliate Application Screening – Verify applicant eligibility
- ✅ Policy Enforcement – Ensure compliance with network rules
- ✅ Document Verification – Check NID, screenshots, and other documents
- ✅ Multi-language Support – Respond in English, Bangla, or Banglish
- ✅ Rule-based Decision Making – Enforce 18+ age limit, desktop screenshots, etc.
🛠️ Training Details
| Parameter | Value |
|---|---|
| Base Model | unsloth/gemma-3-4b-it |
| Fine-tuning Method | QLoRA (4-bit quantization) |
| LoRA Rank (r) | 32 |
| LoRA Alpha | 64 |
| Trainable Parameters | 65.5M (1.5% of total) |
| Dataset Size | 584 training examples |
| Evaluation Size | 64 validation examples |
| Epochs | 4 |
| Batch Size | 2 |
| Learning Rate | 2e-4 |
| Optimizer | AdamW 8-bit |
| Loss Function | Cross-entropy with response-only masking |
| Hardware | Kaggle T4 GPU (2x) |
Training Progress
| Epoch | Training Loss | Validation Loss |
|---|---|---|
| 1 | 2.439 | 1.902 |
| 2 | 0.709 | 1.683 |
| 3 | 0.453 | 1.695 |
| 4 | 0.385 | 1.702 |
📁 Model Files
| File | Size | Description |
|---|---|---|
gemma-3-4b-it.Q4_K_M.gguf |
2.49 GB | Quantized GGUF model (Q4_K_M) |
gemma-3-4b-it.F16-mmproj.gguf |
812 MB | Multimodal projection file |
🚀 How to Use
Option 1: Ollama (Recommended)
Create a Modelfile:
FROM https://huggingface.co/imonetizeitbd/ai-manager/resolve/main/gemma-3-4b-it.Q4_K_M.gguf
TEMPLATE """<bos><start_of_turn>user
{{ .Prompt }}<end_of_turn>
<start_of_turn>model
{{ .Response }}<end_of_turn>"""
PARAMETER temperature 0.3
PARAMETER top_p 0.9
PARAMETER stop "<end_of_turn>"