Machine Learning Development Services | Custom ML Models & MLOps
Stop guessing — predict.
ENQCODE builds custom machine learning models that ship into production: forecasting, classification, recommendation, anomaly detection, churn and fraud prediction, and ranking. We cover the full lifecycle — data engineering, feature engineering, training, evaluation, deployment, monitoring — using scikit-learn, XGBoost, LightGBM, PyTorch, TensorFlow, and modern MLOps stacks.
We build custom models tuned to your data and your business problem — forecasting (time series, demand, capacity), classification (churn, fraud, lead scoring), recommendation systems, ranking and search, anomaly detection, and propensity models. Each model is delivered with a clear evaluation report and a path to production, not a notebook.
Turn historical data into a forward-looking advantage. We build predictive models that forecast revenue, demand, churn risk, customer lifetime value, fraud probability, and inventory needs — embedded into the dashboards and workflows your team already uses.
Boost engagement and revenue with personalized recommendations: collaborative filtering, content-based ranking, hybrid models, two-tower retrieval, and re-ranking with learning-to-rank or neural models. We also handle cold start, A/B testing, and feedback loops so the system keeps improving with usage.
Object detection, classification, segmentation, OCR, and visual search built on YOLO, Detectron2, Segment Anything, and custom architectures. Trained on your data, deployed on cloud or edge, and integrated into your product or back office for quality control, document automation, or visual search.
When you need a small, fast, deterministic model — not a giant LLM — we train custom NLP models for classification, NER, sentiment, intent, summarization, and document understanding. Often 10–100x cheaper than calling an LLM, and far easier to keep stable.
We deliver models with the operational scaffolding they need to last: training pipelines (Airflow, Prefect, Kubeflow), feature stores (Feast, Tecton), model registries (MLflow, SageMaker), monitoring (Evidently, Arize, WhyLabs), and CI/CD for retraining. Drift detection and automated rollback included.
Understanding Your Vision
Start by understanding your vision, goals, challenges, and what you need from us.
Creating a Plan
After knowing what you need, our experts will offer the best technical approach, considering your specific needs and budget. After considering these things, we’ll provide you with the right solution and plan.
Designing the Look and Feel
We'll create a simple layout to show you the basic structure and flow of your IT solution. Then, our designers will make it visually appealing and easy to use.
Turning Your Plans into Reality
Once you approve the design, our best developers will efficiently bring these plans to life with their best coding skills. To make the best-fit IT solution for your needs.
Testing and Perfecting
We make sure that we provide a smooth and hassle-free solution. What we mean by that is we’ll test everything to ensure it meets our quality standards before deployment.
Ensuring Long-Term Success
To keep your system working, we take full responsibility. We’ll provide ongoing support and updates to keep your system working well while adapting to future demands.
We deliver next-gen software, web, and AI-driven solutions across multiple sectors, helping organizations innovate, automate, and grow digitally.
Client Success Stories & Reviews
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Committed to Excellence
Got a great idea or a problem to solve? We are all ears! Share your thoughts with us, and we will explore ways to help you win. Let's start a conversation.
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Quality solutions, on-time delivery, post-launch support.