MLOps Consulting

Get the most out of Machine Learning with MLOps consulting. Automate machine learning pipelines, implement advanced ML Operations and AutoML platforms.

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BUSINESS BENEFITS

What is MLOps?

What AI consulting servicesMLOps stands for Machine Learning Operations. This is the DevOps approach used for ML-based applications. can you expect?

MLOps is the main function of machine learning design and it aims to improve and optimize the process of implementing machine learning models into production, as well as their maintenance and monitoring.

MLOps helps businesses develop data science and implement high-quality ML models 80% faster“

AI and machine learning can transform the way business is done, but only if organizations can fundamentally reshape organization structures, cultures, and governance frameworks to support AI”

According to Jeff Butler, director of research databases at the Internal Revenue Service

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MLOps implementation process

Team integration

One of the keys to a successful project is building a professional team.

The number of machine learning engineers, data engineers, and DevOps engineers required is always determined by the complexity and requirements of the project.

ETL step

It is essential to extract data from all sources and create a pipeline that will ensure uninterrupted data extraction in the system.

Version control

You can change various parameters when running a model. And this, in turn, leads to different results.

Therefore, version control allows you to revert to the previous parameter set if necessary.

Testing

Model testing involves checking for bad rates, accuracy, ROC, area under the curve, population stability index (PSI), characteristic stability index (CSI), etc.

Monitoring

An integral step in MLOps consulting projects – periodic monitoring of machine learning model performance.

Technologies that we use

MLflow – MLflow is an open-source platform to manage the complete machine learning lifecycle, including experimentation, reproducibility, deployment, and a central model registry.

Kedro – Kedro is an open-source Python framework for creating reusable, maintainable, and modular data science code.

KEY BENEFITS

Why should your company invest in MLOps consulting?

Reducing human labor

Using AI leads to reducing human labor, especially in handling repetitive tasks.

Cost savings

A one-time investment in AI will be more cost-effective than hiring a full-time worker, as AI can automate labor-intensive processes without harm to quality.

Minimizing the risk

By providing the ability to analyze various unstructured data, AI can identify patterns related to past incidents and predict future risk factors.

Real-time decision making

Artificial Intelligence increases the efficiency of decision-making processes as it constantly evaluates data coming from multiple sources, providing stakeholders with precise and real-time insights.

All you need to know about MLOps consulting

What is artificial intelligence?

Artificial Intelligence (AI) is an area of computer science that focuses on the creation of intelligent machines which “think” and react like humans.

The main goal of AI technology is to imitate the behavior of an intelligent human being.

How does artificial intelligence work?

Build a modernized data architecture to meet the demands for digital transformation, innovation and scalability. Prepare, optimize and manage data assets securely, efficiently and cost effectively.

How to prepare for AI implementation?

Build a modernized data architecture to meet the demands for digital transformation, innovation and scalability. Prepare, optimize and manage data assets securely, efficiently and cost effectively.

What business problems could we solve with AI?

Build a modernized data architecture to meet the demands for digital transformation, innovation and scalability. Prepare, optimize and manage data assets securely, efficiently and cost effectively.

We are a fast-growing company with the trust of international corporations

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