Machine Learning Solutions

We develop machine learning models - prediction, classification and forecasting - trained on your data and deployed into systems your teams already use.

Data Analytics & AI SolutionsMachine Learning Solutions

Machine learning solutions use algorithms trained on historical data to predict outcomes, classify records and detect patterns. Affix Center builds ML models for forecasting, risk scoring, classification and anomaly detection, and deploys them into the applications your teams already use.

The challenge

Problems we solve

  • Forecasts based on gut feel or last year's numbers
  • Risk or fraud spotted only after it has happened
  • Large volumes of records classified manually
  • Valuable historical data that is never used

Our capabilities

What we deliver

Predictive Models

See what is likely to happen next.

  • Demand and sales forecasting
  • Churn prediction
  • Risk and credit scoring
  • Lead scoring

Classification & NLP

Sort and understand records automatically.

  • Document and ticket classification
  • Sentiment analysis
  • Entity extraction
  • Duplicate detection

Anomaly Detection

Catch the unusual early.

  • Fraud and leakage detection
  • Equipment and sensor anomalies
  • Transaction monitoring
  • Alerting workflows

Deployment & Monitoring

Models that stay accurate in production.

  • Model APIs and batch scoring
  • Integration into applications
  • Drift and accuracy monitoring
  • Scheduled retraining

Our approach

How we deliver Machine Learning Solutions

A structured, transparent engagement with clear checkpoints at every stage.

Define the outcome

  • Agree the business question or KPI
  • Check data availability and quality
  • Set a measurable success target

Prepare the data

  • Connect and clean sources
  • Build pipelines and models
  • Protect sensitive data

Build & validate

  • Develop models, dashboards or bots
  • Test with real users and data
  • Measure against the target

Deploy & improve

  • Integrate into daily workflows
  • Monitor accuracy and usage
  • Retrain and extend

Technology & standards

  • Python
  • scikit-learn
  • XGBoost
  • PyTorch / TensorFlow
  • MLflow
  • AWS SageMaker
  • PostgreSQL

Industries we serve

  • Government & public sector
  • Banking, financial services & insurance
  • Retail & e-commerce
  • Pharma & healthcare
  • Manufacturing
  • Education

Who it is for

  • Businesses with years of transactional data
  • Finance teams managing risk and fraud
  • Retail and manufacturing planning demand
  • Government bodies detecting duplicates and anomalies

Why Affix Center

Mumbai team, India-wide delivery

We work out of Lower Parel, Mumbai and deliver for clients across India, on-site when it matters and remotely when it does not.

In business since 2014

A decade of building and running systems for government bodies, enterprises and growing businesses.

ISO certified processes

Delivery run on ISO 9001, ISO 27001 and ISO 20000 certified processes for quality, information security and IT service management.

One partner, end to end

Strategy, build, hosting, security and support from one accountable team - no hand-offs between vendors.

Let's discuss your Machine Learning Solutions requirement

Tell us what you need and our team will get back to you within 2 business days.

Frequently asked questions

What are machine learning solutions?

They are systems that learn patterns from historical data to make predictions, classify records or detect anomalies, and are deployed into everyday business tools.

How much data do we need?

It depends on the problem; we assess your data first and tell you honestly whether ML is the right approach.

How do you measure model quality?

Against agreed metrics on held-out data, then by monitoring real-world accuracy after deployment.

Is ML different from AI?

Machine learning is a branch of AI focused on learning from data; our AI services also cover generative AI and document AI.

Where is Affix Center based, and where do you deliver?

Our office is in Lower Parel, Mumbai (Mathurdas Mill Compound, A-101, 1st Floor, Todi Building, Mumbai 400013). We deliver for clients across India, on-site where it matters and remotely otherwise.

How do I start a conversation?

Call +91 98700-61247, email admin@affixcenter.com, or use the contact form; our team replies within 2 business days.