I will train basic ml, CNN, or yolo models in python
About this Gig
I will train a basic machine learning, CNN, or YOLO model in Python using your clean and ready dataset.
This Gig is suitable for:
- basic machine learning model training
- simple CNN image classification
- basic YOLO object detection training
- model evaluation and result explanation
Depending on the package, I can provide source code, a Jupyter notebook or Python script, trained weights where applicable, evaluation metrics, and a short result summary.
Please note that your dataset must be already clean and organized before training. Basic preprocessing for training may be included, such as train/validation split, label encoding, image resizing, or format checks. However, full data cleaning, image sorting, YOLO label fixing, manual annotation, dataset restructuring, cloud deployment, and API integration are not included by default.
I do not guarantee model accuracy. Results depend on dataset quality, label quality, class balance, image quality, model choice, and task difficulty. If the result is limited by the
dataset, I will explain the likely reasons in the summary.
Please contact me before ordering if your dataset is large, messy, unclear, or requires custom training.
Programming language:
Python
Frameworks:
Scikit-learn
•
Keras
•
PyTorch
•
Panda
Tools:
Jupyter Notebook
•
OpenCV
•
TensorFlow
•
Colab
FAQ
What dataset do I need to provide?
Please provide a clean and organized dataset. For ML, the target column should be clear. For CNN, images should be grouped by class or have labels. For YOLO, labels and data.yaml should already be correct.
Does this include data cleaning?
Only basic preprocessing for training is included, such as train/val split, label encoding, image resizing, or format checks. Full data cleaning, image sorting, YOLO label fixing, or restructuring needs a custom offer.
Do you guarantee model accuracy?
No. Accuracy depends on dataset quality, label quality, class balance, image quality, model choice, and task difficulty. I will provide metrics and explain likely reasons if the result is limited.
What will I receive after training?
Depending on the package, you may receive source code, a Jupyter notebook or Python script, trained weights where applicable, evaluation metrics, and a short result summary.
Can you train YOLO models?
Yes, I can train a basic YOLO model if your dataset is already prepared with correct image folders, label files, class names, and data.yaml. YOLO label fixing is not included by default.
Can you train CNN image classification models?
Yes, I can train a basic CNN image classification model if your images are already organized by class or provided with a clear label file. Image sorting is not included by default.
What is the difference between training and fine tuning?
Basic and Standard focus on training a baseline model. Premium includes limited fine tuning, such as adjusting selected training settings and running extra experiments. It does not guarantee accuracy improvement.

