Custom ML models & neural systems.

We build intelligent systems that solve real-world business problems using machine learning and neural networks — from data prep to deployed model.

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Custom prediction models

Forecasts grounded in your data

Sales, demand, churn, fraud — we build, validate, and deploy models that actually generalize. Not just notebooks: production endpoints with monitoring.

Time-series forecasting (Prophet, NeuralProphet, Temporal Fusion)
Gradient boosting (XGBoost, LightGBM, CatBoost)
Tabular deep learning (TabNet, FT-Transformer)
Causal inference for "what if" analysis
Bayesian models for uncertainty quantification

XGBoost LightGBM Prophet scikit-learn

training run · churn-v3

Converged

Validation loss

0.0891

AUC

0.94

0.89

Recall

0.91

Neural networks

Deep learning, productionized

From CNN-based image classifiers to transformer-based recommenders. We pick the right architecture, train on our GPUs, and ship inference at scale.

CNN, ResNet, EfficientNet for vision tasks
Transformers for sequence and recommendation
Graph neural networks for relational data
Multi-task learning for shared representations
Quantization & distillation for fast inference

neural-net · viewer

Training

Input · 4 Hidden · 6 Hidden · 6 Hidden · 4 Output · 2

What we provide

From raw data to deployed model

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Prediction models

Sales, demand, churn, LTV — robust forecasting with confidence intervals.

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Recommendation systems

Two-tower, matrix factorization, sequence-based — for ecommerce, content, music.

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Classification & detection

Image, text, audio classification. Object detection. Anomaly and fraud detection.

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Data preprocessing

ETL pipelines, feature stores, data validation, drift detection.

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Model optimization

Quantization (INT8/FP16), pruning, distillation, ONNX export for fast inference.

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Deployment

Serving via Triton, BentoML, or FastAPI. A/B testing, shadow mode, rollback.

Industries

Built for real-world impact

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Healthcare

Diagnostics, triage, claim prediction

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Fintech

Credit scoring, fraud, KYC automation

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E-commerce

Personalization, demand, churn

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Education

Adaptive learning, drop-out prediction