ML Model Training
Custom ML model training for domain-specific classification and prediction
End-to-end custom ML model development: from data requirements definition and dataset collection through model training, evaluation, and deployment. Specializations include tabular classification, NLP categorization, recommendation systems, and anomaly detection for business data.
24h
Response time
100%
On-time delivery
5 yrs
Experience
NDA
Available
How We Work
A structured process that eliminates surprises
Describe
Tell us what you need. Use the form or email.
Quote
Receive a detailed proposal within 24 hours.
Build
We deliver in milestones with full transparency.
Deliver
Handover with documentation and source code.
The Problem
Off-the-shelf models perform poorly on domain-specific data where vocabulary and patterns differ from general training data
Most ML freelancers deliver notebooks — not production-ready inference APIs with monitoring
Capabilities
Data Requirements Workshop
Define what data is needed, identify gaps in your current dataset, and design a labeling strategy before writing code.
Training & Evaluation
Full model training with cross-validation, hyperparameter tuning, and an evaluation report with confusion matrix, precision/recall curves, and business impact metrics.
Inference API Deployment
Model deployed as a REST API (FastAPI + Docker) on your infrastructure with request logging and performance monitoring.
Past Work
Case studies available under NDA
B2B SaaS Platform
Details available on request
Data Pipeline
Details available on request
API Integration
Details available on request
Pricing
Flexible engagement models to fit your needs
Standard Project
- Scoped per project
- Starting at $2,000
- Full code ownership
- Deployed inference API
- 30-day post-delivery support
Start a Project
Describe your project and we'll respond within 24 hours
Frequently Asked Questions
Do you provide the training data or do we need to supply it?
Both options are available. If you supply labeled data, costs are lower. If data collection and labeling are needed, that is quoted separately.
What happens when the model needs to be retrained with new data?
We deliver a training pipeline (Python scripts + configuration) so your team can retrain independently. Managed retraining is available as an ongoing service.