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$
USD
I will fine tune lightweight models for text classification
About this Gig
Want to classify customer tickets, sort emails, or moderate reviews without expensive cloud APIs? I will fine-tune a lightweight Text Classification model (like BERT-small) tailored to your business data for local, GDPR-compliant execution with zero recurring costs.
What I Do:
- Data Preprocessing: I inspect and clean your training dataset (JSON/CSV).
- Custom Fine-Tuning: Training the model on your specific categories (e.g., ticket routing, intent detection, sentiment analysis).
- Evaluation & Optimization: Testing for maximum accuracy and converting to ONNX (Premium) for fast CPU inference.
What You Get:
- Production-ready model weights (PyTorch/HuggingFace or ONNX).
- Clean Python training script (Standard/Premium).
- Brief guide to load the model via code.
How It Works:
1. Provide your labeled JSON/CSV dataset.
2. I train the model on my hardware.
3. I deliver the optimized files.
️ PLEASE CONTACT ME BEFORE ORDERING to check your dataset and project feasibility!
Programming language:
Python
Frameworks:
Scikit-learn
•
Keras
•
PyTorch
•
Panda
Tools:
Jupyter Notebook
•
TensorFlow
•
Colab
Other Data Science & ML Services I Offer
FAQ
Which specific models do you use for fine-tuning?
I specialize in lightweight, highly efficient Transformer architectures such as BERT-small and DistilBERT. These models offer the perfect balance between high accuracy and low hardware requirements.
Is the final model fully GDPR compliant?
Yes. Because you receive the raw model weights to run locally on your own infrastructure or client devices, no data is ever sent to external cloud APIs. Your customer data stays strictly inside your environment.
