India Flag+91-93049 95677USA Flag+1 (888) 930-4995

Machine learning

Machine learning development for forecasting, classification and personalisation

We build machine learning models that answer a specific business question, such as which leads will convert, how much demand to expect or which documents need review, and we put them into production with monitoring.

  • Problem framing and feasibility checks before modelling
  • Forecasting, classification, recommendation and anomaly detection
  • Models deployed behind APIs or inside existing systems
  • Monitoring for data drift and model quality

Typical machine learning projects

Demand forecasting

Predicting bookings, orders or workload so teams can plan capacity.

Lead and churn scoring

Scores written back to your CRM so teams can prioritise.

Recommendations

Products, content or travel options suggested from behaviour and context.

Anomaly detection

Unusual transactions, sensor readings or usage flagged for review.

Document classification

Incoming documents and messages sorted and routed automatically.

Pricing support

Models that inform pricing decisions, with people keeping the final say.

From notebook to production

  • A baseline to beat, so improvement is measured honestly
  • Reproducible training pipelines and versioned data
  • Deployment as an API, batch job or in-database model
  • Dashboards for prediction quality and input drift
  • A retraining plan agreed with your team

Frequently asked questions

How much data do we need?

It depends on the problem. We check your data in a short feasibility phase and tell you honestly whether a model is likely to help.

Machine learning or generative AI?

Predictive tasks on structured data usually suit classic machine learning. Language-heavy tasks often suit generative AI. Some solutions combine both.

Tell us what you are working on

Share your goals and current setup. We will come back with questions, a suggested approach and the next steps.

Contact Raushang4 Technology