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AI, Machine Learning & Data

Machine Learning Development

Models that learn from your data

Custom machine learning solutions for prediction, classification, recommendations, forecasting and intelligent decision-making.

Delivered with Python scikit-learn PyTorch pandas MLflow

Ask about machine learning development

Tell us roughly what you need. A person who would work on it replies within one working day.

A model is only as good as the data behind it and the decision in front of it. We look at both: what you actually record, whether it supports the question being asked, and what the business will do differently once it has an answer. If the data will not carry the model, we say so before the budget is spent.

What you actually get

Not a feature list — the things that will exist at the end of the engagement, and that you can hold us to.

  1. 01 An honest read on whether your data can answer the question
  2. 02 Baseline first, so any model has to beat something real
  3. 03 Metrics chosen for the business decision, not for the leaderboard
  4. 04 Deployment, monitoring and retraining planned with the model
  5. 05 A written scope with a fixed first milestone before any code is written
  6. 06 Two-week increments, each ending in something you can actually use

Technologies we deliver this with

What we would reach for by default. If you already run something else and it is a reasonable fit, we work in that instead — the stack is a means, not a position.

  • Python
    Python
  • scikit-learn
    scikit-learn
  • PyTorch
    PyTorch
  • pandas
    pandas
  • MLflow
    MLflow

How the work runs

  1. 01

    Conversation

    We start with the problem, not a proposal — what is failing today and what it costs.

  2. 02

    Discovery

    We map the workflow that actually exists and agree the scope in writing.

  3. 03

    Build

    Two-week increments, each ending in something you can use rather than a status report.

  4. 04

    Harden

    Performance, security and accessibility passes before anything reaches your customers.

  5. 05

    Run

    Monitoring, backups and a named person who answers when something breaks.

Often taken together with

  • Web Development

    Modern websites, web applications, portals and business platforms engineered for performance, security and maintainability.

    Laravel PHP JavaScript Tailwind CSS

  • Mobile App Development

    High-performance mobile applications with reliable backends, third-party integrations and scalable architecture.

    Flutter Dart Kotlin Swift

  • Custom Software Development

    Custom applications, internal tools and business systems built around your workflows instead of forcing you into off-the-shelf software.

    Laravel PHP JavaScript MySQL

Talk to us about machine learning development

Four fields. A real person reads it and replies within one working day.

info@devnainc.com

We reply within one working day.

Chat with us