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Data & Analytics
Predictions / ML
A machine learning model built around a specific, practical question — aimed at a real decision, not a research exercise.
What’s included
- Problem framing — deciding exactly what the model should predict
- Data preparation for modelling
- Model training and evaluation
- A plain-language explanation of accuracy and limitations
- Basic documentation on how to use the model
Who it’s for
- Businesses wanting to forecast demand, sales, or churn
- Teams that want to classify or score existing data automatically
- Founders curious whether ML is practical for a specific problem
Deliverables
- A trained model, as code or an exported file
- An evaluation summary with limitations noted
- Short usage documentation
How it works
- 01
Define the target
We agree on exactly what the model needs to predict and what success looks like.
- 02
Prepare data
Your data is cleaned and shaped into a format suitable for training.
- 03
Train and evaluate
Models are trained and compared, and the most reliable one is selected.
- 04
Explain and hand over
Results and limitations are explained clearly, with notes on how to use the model.
Tools and technologies
- Python
- Scikit-learn
- Pandas
- Jupyter
Plans and pricing
Starting at
₹2,000per project
Starter
A single model for a well-defined question.
₹2,000
one-time
- One prediction or classification target
- Model training and evaluation
- Plain-language results summary
Business
A more thorough modelling process.
₹6,000
one-time
- Multiple models compared
- Feature importance explained
- Usage documentation
- One round of refinement
Custom
For ongoing model support or production use.
Custom
custom quote
- A model retraining schedule
- Integration support
- Custom evaluation criteria
Ready to talk about your project?
Book a short consultation and we’ll go through what predictions / ml would look like for your business.
Book a Consultation
Shirshadip Solutions