I will build end to end machine learning pipeline with mlops model deployment
Junior Data Scientist, ML Engineer, Python, ETL Pipelines
À propos de ce service
Are you sitting on data but getting no value from it? I build complete, production-ready machine learning pipelines in Python from raw data all the way to a trained, evaluated model with proper MLOps practices and model deployment, not just a notebook.
What I deliver:
- Clean, reproducible Python code with full comments
- Preprocessing pipeline using scikit-learn's ColumnTransformer
- Automated model training and evaluation with performance metrics (accuracy, precision, recall, R², etc.)
- Serialized model ready for deployment
- Clear documentation so you understand every step
Why me? I have a peer-reviewed IEEE conference publication in machine learning, dual DataCamp certifications in data science (Certified Data Scientist and Certified Associate Data Scientist), and a research internship with a UK-based AI lab. My projects are live, deployed applications, not just notebooks.
I work with: Classification, regression, and predictive analysis problems across any industry.
Note: Please message me before ordering to discuss your dataset and requirements.
Langage de programmation:
Python
•
SQL
Frameworks:
Scikit-learn
•
PyTorch
•
Panda
APIs:
Autres
Outils:
Jupyter Notebook
•
tensorflow
•
Colab
Mon portfolio
FAQ
What format should my data be in?
CSV, Excel, or JSON are preferred. If your data is in another format, message me first and we can discuss.
What if I don't have labeled data?
Supervised ML requires labeled data. If yours isn't labeled, message me before ordering and I'll advise on next steps.
Will I receive the source code?
Yes, all packages include the full Python source code.
Do you deploy the trained model, or just deliver the code?
Basic and Standard include full source code, ready for you to deploy yourself. Premium adds complete model deployment: a serialized, MLOps-ready model shipped as a live Flask web app; a working application, not just code.
Can you guarantee a specific accuracy score?
Model performance depends entirely on data quality and problem complexity. I cannot guarantee specific accuracy figures, but I will always select and optimize the best-performing model for your data.
Do you sign NDAs?
Yes, I'm happy to sign an NDA to protect your data confidentiality before you share any files.

