Deep Lattice

Custom Models Built Right

Custom AI model development from prototype to production. Research-backed engineering for optimal performance

Model Development

From Prototype to Production

Building production AI models requires more than training a neural network. It's about understanding your data, designing the right architecture, optimizing for your constraints, and ensuring reliability at scale.

Capabilities

Model Development Services

Custom Model Design

Tailor neural architectures and ML models to your specific data characteristics, constraints, and requirements.

• Architecture design

• Model prototypes

• Technical documentation

Model Training & Tuning

Train models on your data with optimal hyperparameters using AutoML, grid search, and Bayesian optimization.

• Trained models

• Training pipelines

• Hyperparameter configs

Model Validation & Testing

Rigorous testing and validation protocols with cross-validation, A/B testing, and performance analysis.

• Validation reports

• Test suites

• Performance benchmarks

Version Control & Lineage

Track experiments, model versions, and data lineage for reproducibility and audit compliance.

• Version history

• Experiment logs

• Model registry

Model Optimization

Optimize for speed, accuracy, and resource efficiency using quantization, pruning, and knowledge distillation.

• Optimized models

• Performance reports

• Deployment packages

Production Deployment

Deploy models with monitoring, failovers, and continuous retraining for production reliability.

• Deployment pipelines

• Monitoring dashboards

• Incident runbooks

Our Process

Model Development Lifecycle

Discovery

Understand business requirements and data

Data Analysis

Explore data quality and characteristics

Model Design

Select and design model architecture

Training

Train with optimal hyperparameters

Validation

Test on held-out data

Optimization

Optimize for production

Deployment

Deploy with monitoring

Maintenance

Monitor and retrain as needed

Model Types

What We Build

Classification models (binary, multi-class)

Regression models (linear, non-linear)

Time series forecasting

Recommendation systems

Anomaly detection

Clustering and segmentation

Neural networks (CNNs, RNNs, Transformers)

Ensemble models (boosting, bagging)

Why Choose Us

Expert Model Development

PhD-level expertise in model development

State-of-the-art architectures and techniques

Production-ready code and documentation

Model interpretability and explainability

Continuous monitoring and retraining

Transfer learning to reduce training time

Build Custom Models That Deliver

Let's develop AI models optimized for your use case.

Get Started