# Hire ML Developers

> Machine learning engineers for forecasting, classification, recommendation and model pipelines.

Source: https://www.mapleorbitsol.com/hire/ml-developers

Our ML developers build models that hold up outside the notebook: clean feature pipelines, reproducible training, proper validation and monitoring for drift once the model is live.

## What they build

- Demand and revenue forecasting
- Churn, fraud and risk scoring
- Recommendation and ranking systems
- Computer vision with OpenCV and deep learning
- Feature stores and training pipelines
- Model monitoring and retraining jobs

## Tech stack and skills

**Modelling:** Python, scikit-learn, XGBoost, LightGBM, PyTorch, TensorFlow, Keras, OpenCV

**Data:** pandas, NumPy, Polars, Apache Spark, Dask, Jupyter, DuckDB

**Platforms:** Databricks, Snowflake, BigQuery, Apache Airflow, Ray

**Serving and observability:** FastAPI, Docker, Kubernetes, MLflow, Weights & Biases, Langfuse, Sentry

## Engagement models

- **Individual Experts:** Plug a senior specialist into your team for focused, hourly work. Specialist expertise, on demand; Transparent hourly rates; Flexible engagement length.
- **Project Packages:** A scoped engagement with clear milestones, owners and outcomes. Fixed scope & timeline; Milestone-based delivery; Predictable investment.
- **Retainer / Custom:** Ongoing partnership across software, marketing and finance. Dedicated cross-discipline team; Scale up or down as needed; Priority, long-term support.

## FAQ

### Do your ML developers handle deployment too?

Yes. They package models behind APIs or batch jobs, track experiments in MLflow or Weights & Biases, and set up monitoring for drift.

### What if our data is messy?

That is normal. Most projects start with data cleaning and a baseline model to prove value before heavier modelling.

## Contact

- Email: hello@mapleorbitsol.com
- Phone: +1 (406) 476-4902
- Offices: Toronto, Canada · Lahore, Pakistan
- Start a project: https://www.mapleorbitsol.com/contact
- Book a call: https://calendly.com/hello-mapleorbitsol/30min