Machine Learning

Turn your data into decisions with Machine Learning

We implement Machine Learning solutions to predict demand, optimize processes and turn your company's data into better decisions.

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Explore Machine Learning ↓

Take Machine Learning from experiment to operation

We integrate every solution into your company's operation with a secure, scalable architecture built to grow.

Identify patterns and opportunities in large volumes of data.
Anticipate risks, behaviors and changes in demand.
Automate decisions and repetitive processes.
Integrate predictions into applications and enterprise systems.
Maintain model performance over time.

How it works

The full Machine Learning lifecycle

We support every stage to turn data into reliable, integrated models ready to operate at scale. MLOps, security and data governance accompany the entire lifecycle.

Prepare

We integrate, clean and enrich the data. We set up quality, security and access controls to build a reliable foundation.

Build

We develop custom models or use AutoML capabilities, depending on the project's objectives, data and complexity.

Validate

We assess the model's accuracy, stability and usefulness before taking it to production. We identify biases, errors and opportunities for improvement.

Deploy

We integrate the model with applications, APIs, dashboards and business processes to generate online or batch predictions.

Operate and optimize

We monitor data behavior and model performance. When conditions change, we make adjustments or retrain the model.

Prepare a foundation for learning

Define the variable or behavior you want to study and review the available sources. Data selection, organization, and quality guide training and help identify limitations before building the model.

Train and evaluate alternatives

Explore automated approaches or custom training according to the problem and the data. Compare results against relevant evaluation criteria and validation datasets to understand where the model adds value and where it needs adjustments.

Integrate and observe in operation

Bring predictions into applications or processes through the right deployment approach. Tracking data, versions, and performance helps detect changes and decide when to review the model, adjust its use, or retrain it.

What can Machine Learning solve for your company?

Demand forecasting

Anticipate changes in consumption to improve inventory planning, operating capacity and supply.

Customer insight

Identify segments, preferences and churn probabilities to develop more relevant commercial strategies.

Risk and anomaly detection

Recognize unusual operations, possible fraud, failures or deviations before they cause a bigger impact.

Predictive Maintenance

Estimate the probability of equipment and asset failure to reduce downtime and plan interventions.

Operational optimization

Improve distribution processes, resource allocation, scheduling and service through data-driven decisions.

Geospatial intelligence

Combine Machine Learning with location data to predict demand by zone, optimize routes and assess territorial opportunities.

More capacity to anticipate, decide and optimize

More timely decisions

Act on likely scenarios, not only on historical results.

Greater efficiency

Automate analysis and repetitive tasks.

Early detection

Identify risks, anomalies and opportunities earlier.

Scalability

Process larger volumes of information without a proportional increase in operating effort.

Enterprise integration

Incorporate predictions into the processes and platforms your organization already uses.

Continuous improvement

Preserve model quality through monitoring and optimization.

Machine Learning on Google Cloud

Google Cloud offers capabilities to prepare data, develop models, automate Machine Learning workflows and deploy predictions at scale. Servinformación selects and implements the right services for each project: we take care of the architecture, integration, security and support according to your company's infrastructure and objectives.

Capabilities we integrate

We can integrate custom training, AutoML, BigQuery AI, online predictions, batch processing and model monitoring. We also work with open frameworks and other technology environments when the project requires it.

Turn your data into a business advantage

Tell us which process you want to optimize, which risk you need to anticipate or which opportunity you're looking to uncover. We'll evaluate your case and define a Machine Learning solution aligned with your goals.

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