I will add a machine learning prediction feature to your web app


About this gig
Want to add "smart" predictions to your product risk scores, recommendations, or classifications? I build and integrate ML models (XGBoost, Scikit-learn) into real web apps, not just notebooks.
I've shipped this in production: a diabetes risk predictor and a fall-risk model with explainability (SHAP), both connected to live React frontends via FastAPI.
What you get:
- A trained model on your data (or I help source/clean it)
- An API endpoint that returns predictions
- Optional explanation of how the model decides (SHAP)
- Integration guidance for your existing app
Send me a sample of your data (even 50-100 rows) before ordering so I can confirm the model is feasible for your use case.
Get to know Divyank
FullStack Dev
- FromIndia
- Member sinceJun 2025
- Avg. response time1 hour
Languages
Hindi, English, French
FAQ
I don't have a dataset yet - can you still help?
Yes, for some use cases I can help source or generate a starter dataset, but this may affect pricing - message me first to discuss.
What format will I receive the model in?
You'll get the trained model file plus an API endpoint (FastAPI/Flask) that takes input and returns a prediction in JSON.
Can you explain the results to non-technical stakeholders?
Yes - the Premium package includes a short report explaining what the model looks at and how confident its predictions are.

