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$
USD
I will prepare dataset for image classification
Software Developer , Backend and APIs
Hi! I’m Aseel, a Computer Science graduate and backend-focused developer. I work with Node.js, Express.js, PostgreSQL, Python, SQL, and REST APIs. I can help with building APIs, designing databases, i...
About this Gig
I will create, clean, and label a custom image classification dataset for ML.
This gig is for image classification ONLY (not detection or segmentation).
What you get:
- Collection from legal sources or your images
- Cleaning: duplicates, blurry, corrupted, irrelevant
- Resize, rename, organize
- Labeling into your classes
- Class balancing where possible
- Train/val/test split
- Ready for TensorFlow/PyTorch
Packages:
Basic: up to 700 images, up to 5 classes. Collection, cleaning, labeling, split, CSV.
Standard: up to 1,500 images, up to 7 classes. Everything in Basic + balancing, advanced cleaning, metadata.
Advanced: up to 1,500 images, up to 7 classes + trained image classification model, evaluation (accuracy, F1, confusion matrix), inference script, source code.
Accuracy note: I do NOT guarantee a specific accuracy percentage. I train a baseline model and do my best. Results depend on data quality and problem difficulty.
Need from you: topic, class names, images per class, source, format, deadline.
APIs:
Other
Expertise:
Image processing
•
Feature learning
•
Classification
•
Other
Programming language:
Python
Tools:
Jupyter Notebook
•
TensorFlow
•
Colab
Frameworks:
Keras
My Portfolio
FAQ
What information do you need before starting?
Please provide the classification task, class names, preferred image sources (if any), required image format, and any specific dataset requirements. For model training, please also provide any preferred framework, architecture, or existing code if applicable.
Can you collect images for any computer vision project?
I mainly work with image classification datasets. Please contact me before ordering if your project requires object detection, segmentation, OCR, or another computer vision task.
How do you prepare the images?
I clean and organize the dataset, check for duplicates, and apply image preprocessing using TensorFlow and Keras, such as resizing, rescaling/normalization, and dataset preparation according to the project requirements.
Can you add more images or classes than included in the package?
Yes. Additional images within existing classes or additional classes can be provided through a custom offer, depending on the required quantity and complexity. Please contact me before ordering.
Can you train a model using my dataset?
Yes. The Advanced package includes model creation and training, fine-tuning of pretrained models when appropriate, evaluation metrics, a confusion matrix, training source code, and the trained model.
Do you guarantee a specific model accuracy?
No specific accuracy is guaranteed. Model performance depends on factors such as dataset quality, class difficulty, image variability, and model architecture. I will provide the evaluation results so you can assess the model performance.
Is cloud training or deployment included?
No. The packages include dataset preparation and model training, but cloud deployment, API integration, and ongoing model hosting or monitoring are not included unless agreed separately.
