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$
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I will finetune an llm for your business prototype using lora with 4bit quantization
Faizan Aw
Level 1
About this gig
Respected Client,
Id like to share exactly what you can expect when working with me and how I ensure results that truly make a difference.
1. Dataset Preparation
If you have a small dataset and want it optimized for consistent and efficient training, Ill preprocess it to ensure stability and speed. Using low-bit optimizers and mixed precision, your dataset will be ready to produce high-quality outputs with fluent, context-aware grammar aligned perfectly with your data.
2. Fine-Tuning Models
Whether you already have a dataset or need assistance preparing one, I can fine-tune models using LORA adapters on lightweight architectures. This ensures your model is fully tailored to your data, delivering precise and high-quality results without unnecessary complexity.
3. Custom Training & Integration
If your goal is a fully custom model, I can gather and prepare the dataset, then train a fast, small-weight model from scratch within 57 days. The result will be a highly efficient model designed to excel at your specific task. After training, I can seamlessly integrate it into your existing application
My focus is on delivering efficient, reasonable products
Get to know Faizan Aw
Faizan Aw
AI model development, training with high Quality, cleaned dataset
Level 1
- FromPakistan
- Member sinceFeb 2022
- Last delivery1 month
Languages
English, Urdu
I specialize in AI model development using PyTorch and Hugging Face Transformers, delivering state-of-the-art solutions for NLP, computer vision, and deep learning tasks. With expertise in fine-tuning pre-trained models, I adapt them to your specific requirements for higher accuracy and performance. Alongside AI, I also provide custom website development and designing—from modern, responsive front-end interfaces to powerful back-end systems. Whether it’s WordPress, E-commerce platforms, or fully coded solutions in Python, PHP, Node.js, Rust, Go, TypeScript, and JavaScript
My Portfolio
FAQ
What kind of datasets can you work with?
I can work with small or large datasets across various formats. Whether your data is structured, unstructured, or a mix, I’ll preprocess it for stability, speed, and optimal model performance.
How long does it take to fine-tune or train a model?
For fine-tuning using LORA on an existing dataset, it typically takes a short time depending on dataset size. For fully custom models trained from scratch, the process usually takes 5–7 days, ensuring a powerful, task-specific, and lightweight model.
Will the model integrate with my current application?
Absolutely. I provide seamless integration of the trained model into your existing system. If needed, I can also develop a complete application from scratch with the model built-in for your specific use case.
