I will analyze your data and build machine learning models in python
AI, Data Science, Optimization and Custom Software Consulting
About this Gig
Turn your tabular data into a tested machine learning model with results you can understand. Giunto is a four-person team based in Italy. We define the prediction target, assess the data and agree evaluation criteria before development.
BASIC: one small CSV or Excel dataset, basic preprocessing, one baseline classification or regression model and evaluation metrics.
STANDARD: data preparation, comparison of up to 3 models for one target and a concise report.
PREMIUM: reproducible training pipeline, scoped hyperparameter search, evaluation and documented code.
All packages include commissioned Python source code, dependency notes and a plain-language explanation of results and limitations. We use a validation approach appropriate to the data and avoid training/test leakage. No accuracy, business return or future prediction outcome is guaranteed.
Please message us on Fiverr before ordering with an anonymized data sample and your goal. Data collection, extensive labeling, deep learning, API integration, cloud deployment and ongoing monitoring are quoted separately. English and Italian communication available.
Programming language:
Python
FAQ
What data do you need?
A CSV or Excel dataset, a description of each column, your prediction target and the business question. Share an anonymized sample first. We confirm dataset size, data quality and scope before ordering.
Can you guarantee a specific accuracy?
No. Performance depends on data quality, available signal and the task. We agree evaluation metrics, compare results honestly and explain limitations. Model evaluation is not a guarantee of future business outcomes.
Will I receive code and documentation?
Yes. All packages include commissioned Python source code, dependency notes, evaluation results and usage instructions. Third-party libraries retain their licenses.
Are deployment and ongoing monitoring included?
No. These packages deliver an offline model or training pipeline. APIs, web applications, cloud deployment, live monitoring, data collection and third-party costs require a separate scope and offer.
What is included in revisions?
Refinements within the agreed dataset, target and deliverables. A new dataset, target, integration or major method change is additional work. Basic includes 1 revision; Standard and Premium include 2.
