I will train machine learning engineering models with mlops
AI ML Engineer, Software Engineer, Data Scientist, RAG, Generative AI
About this Gig
Most "data science" projects give you a one-time notebook and disappear. I build dashboards that keep working, retraining automatically as your data grows.
Using Python, Scikit-learn, and automated pipelines (GitHub Actions + feature stores), I turn your raw data into a live dashboard that predicts what's coming next, whether that's sales, demand, inventory, or any metric that changes over time.
What you get:
- Clean, feature-engineered data pipeline
- Multiple ML models tested, best one auto-selected by performance
- Interactive dashboard (Streamlit etc.) you or your team can actually use
- Automated retraining, no manual re-running of scripts
- Clear documentation of what the model does and why
I've built and maintained a live forecasting system processing real-world data daily since May 2025, complete with automatic model selection and a full MLOps pipeline (feature store, automated retraining).
Great for: e-commerce stores, logistics/inventory teams, agencies reporting on trends, or anyone tired of manually re-running spreadsheets every week.
Send me your data details before ordering so I can confirm the best approach.
Programming language:
Python
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SQL
•
NoSQL
Frameworks:
Scikit-learn
•
Panda
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Other
Tools:
Jupyter Notebook
•
Excel
•
Colab
My Portfolio
FAQ
What kind of data do I need to provide?
Historical data or anything in form of CSV, Excel, API data extraction or a database export all work.
How much historical data do I need?
Ideally 3+ months for meaningful patterns; more history means better accuracy.
What does "automated retraining" actually mean?
The pipeline automatically pulls new data and retrains the model on a schedule (daily, weekly or monthly), so predictions stay accurate without manual work.
Where will the dashboard be hosted?
Streamlit Cloud by default (free tier), also I can deploy to your own cloud/hosting on request.
Can you create dashboard for something not listed in your examples?
Most likely yes, message me your use case before ordering.
Do you provide the code?
Yes, full source code and documentation included with Premium. Additional cost for Basic and Standard package.

