Data Engineering & MLOps

OpenTeams helps you build the pipelines and workflows necessary to enable exploratory data science
Work with the Open Teams talent network to build the pipelines and workflows necessary for you to use data effectively across your organization.
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Our MLOps Process
Data Preparation & Cleaning

It’s often said that most of the work of data science is data cleaning. We can help you get your data ready to use in high-quality analysis pipelines.

Research-to-Production Transition

Exploratory and production data science have significantly different needs. We will assist you in bringing a promising early-stage analysis into production.

Data Catalog Building

You may have the best data in the world, but it’s of little use without quick, flexible access. We’ll help you establish a robust data curation solution.

ML Model Optimization & Deployment

Machine learning models need to be quick, accurate, explainable, and reliable. We can help you optimize and productionize your models to derive their maximum business value.

Pipeline Development

When new data comes in, you need to update your models. We can set up highly customized data and ML systems to streamline this process, freeing you to run with the insights they generate.

Data & Operations Dashboards

There's power in knowing your data and model workflows are operating correctly and efficiently. The Quansight team will build you dashboards to give you the foundational insight you need.

Our MLOps Enterprise Consulting Approach

1

Assessment and Strategic Planning

Our data and open source architects assess your use case and design a strategic roadmap with your success criteria.

2

Stakeholder Involvement

From inception to delivery and beyond, we prioritize proper stakeholder collaboration throughout the project.

3

Define the Problem

We invest ample time in the beginning to align on the problem definition, prioritization, and business value.

4

Research and Proof of Concept

We share the design of a solution and the POC early on to be adaptable and to ensure we’re meeting expectations.

5

Open Source & Data Engineering & MLOps Knowledge Transfer

Our open source and data science experts transfer expertise along the way to strengthen your teams.

6

Solution Delivery and Optimization ROI

We don’t just deliver a solution, we work with you throughout the project to optimize each milestone.

7

Audits and Regulations

We make sure industry regulations and audits are planned and executed in collaboration with your teams

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