Premier MLOps Consulting Services

At the forefront of Machine Learning & AI innovation, we stand as a beacon of expertise in navigating the complexities of ML operations (MLOps). Our dedicated team at Mosaic Data Science is committed to transforming your ML projects from ideation to realization, ensuring seamless integration, deployment, and management of machine learning models across any organization.

MLOps consulting services

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the Mosaic Advantage

Embark on a journey of efficiency with our comprehensive MLOps solution framework & services, designed to fast-track your machine learning & AI development from the drawing board to deployment and beyond. Our services are trusted by industry leaders, reflecting our capability to handle projects of any scale and complexity.

Recognizing the unique nature of each business, we offer custom MLOps solutions tailored to meet your specific needs. Whether it’s automating workflows or integrating ML models with your existing infrastructure, our goal is to deliver cutting-edge solutions that drive real business value.

From deploying and monitoring ML models at scale to offering bespoke business solutions using state-of-the-art ML techniques, we cater to all aspects of MLOps. Our services are designed to accelerate the implementation of machine learning processes, enabling your business to harness the full potential of AI technology.

How We Bring this Expertise to Market: Mosaic.deploy

With Mosaic.deploy, the leap from Proof of Concept (PoC) to production is smoother and faster. Our framework simplifies the complex, often tedious steps involved in deploying machine learning models, allowing you to focus on innovation and value creation.

Mosaic.deploy embodies the principles of MLOps, enabling continuous integration, continuous delivery, and automated machine learning workflows. Our framework ensures that your models are always up-to-date, performant, and ready to deliver insights.

Powered by 20+ Years of Machine Learning Excellence

Machine learning and predictive analytics are built into our DNA. Mosaic’s top-flight data scientists bring creative algorithmic solutions to pressing organizational challenges. We craft custom machine learning tools that lay the foundation for impactful outcomes. While AI represents the broader canvas, we understand ML is the masterpiece stroke by stroke, transforming your data into actionable insights.

With nearly two decades of AI and ML experience under our belts and a long list of satisfied clients, we take pride in deploying custom ML solutions that automate decisions, optimize processes, and deliver substantial ROI for hundreds of companies.

Use Cases

Decisions Made Better With Mosaic’s MLOps Consulting Services

  • Explainable AI & Bias Auditing

    At Mosaic, we follow a rigorous algorithm bias auditing approach in alignment with the AI Risk Management Framework developed by the National Institute of Standards and Technology (NIST). Our team is helping to shape the future of AI Regulation in the U.S. as part of the NIST’s AI Safety Institute Consortium.
  • Production-Ready Pipelines

    At Mosaic Data Science, we take a holistic approach to developing machine learning-enabled solutions. This involves focusing on how the model will ultimately provide value to the business as much or sometimes more than focusing on building the most accurate model.
  • Ethical lending

    Traditional lending practices are a prime candidate for machine learning improvements. Lenders can make more accurate and faster decisions by shifting decision-making from analysis of individuals to analysis of trends and patterns.
  • Reduce Infrastructure Costs

    Optimizing your machine learning & AI pipelines is crucial not just for efficiency, but for your bottom line. Our MLOps Consulting Services focus on streamlining your deployments to significantly reduce compute costs, ensuring performance remains without overspending.

Ensuring Fairness and Transparency with Bias Auditing, Explainable AI & MLOps

The inadvertent introduction of bias into algorithms poses significant risks to businesses. We help firms audit algorithms for bias and enhance their explainability, ensuring that AI systems are not only accurate but also fair and transparent in their decision-making processes.

Our holistic approach differentiates us from others because we focus on developing custom applications that fit your ecosystem rather than trying to fit prebuilt solutions that don’t integrate into your workflow. This involves focusing on how the model will ultimately provide value to the business as much or sometimes more than focusing on building the most accurate model.

Production Machine Learning Auditing using MLOps

This focus on delivering and integrating machine learning models is often referred to as MLOps,  short for machine learning operations, extending the practice of DevOps in software development. While there are some adjustments that must be made in that extension, we believe that many of the tenets and justifications used in DevOps readily apply to MLOps.

We highlight, in a whitepaper, how these practices reduce operational complexity and time to value, allow for more agile development, and integrate quality assurance into the deployment process. This paper will explore how MLOps provides natural opportunities for fair and ethical machine learning practices that can be implemented, demonstrated, and even audited if necessary.

An AI Approach for Consumer Lending Approval & Pricing

Data scientists can build automated pricing and decision credit models which ingest data and decline applications when risk factors hit a certain threshold, and recommend terms based on the loan risk factors. Most current decisioning models require substantial use of manual inputs and decisions. The promise of AI-based automation takes specific funding requests from a business and makes an approve/decline decision based on attributes and historical data. This model should also recommend loan terms such as pricing and payback period.

Read our whitepaper summarizing our diverse experience designing & deploying AI-driven consumer lending applications.

Mosaic’s Cloud Expertise Slashed Costs and Supercharged Machine Learning Performance

Mosaic showcased its data architecture and AWS expertise by significantly improving the performance and reducing costs for a trucking and logistics operator’s machine learning deployment. As an AWS Select Partner, Mosaic applied machine learning engineering and serverless architecture services, enhancing model inference speed and reorganizing AWS architecture and code.

The optimization resulted in model inference time dropping to just 7 seconds from 2-5 minutes, achieving a 40X speed increase. Additionally, this revamp led to a 10X cost reduction in model endpoint hosting, underlining Mosaic’s capability to deliver both performance improvements and cost savings through expert data architecture strategies. This project exemplifies how targeted architectural and operational adjustments can yield substantial benefits in operational efficiency and financial savings.

Open-Source Compatible

Leveraging over 20 years of experience with open-source tools, we deliver unparalleled MLOps outcomes, embodying a rich history of innovation and excellence in machine learning operations.

Industry Leadership

Leverage our 20+ years of experience and 1000s of projects in data science to navigate the MLOps landscape confidently.

Rapid Deployment

With our expertise, transitioning from Proof of Concept (PoC) to production is smoother and quicker, minimizing time to market for your ML projects.

Ethical AI

We prioritize transparency and ethics in AI, incorporating explainable AI and bias auditing in our processes to ensure that your AI systems are fair and accountable.

Cost-Effectiveness & Scalability

Our solutions are designed to be both affordable and scalable, ensuring that you get the best ROI without compromising on quality.

Flexible and Cloud-Integrated

Our solution framework and services are cloud-agnostic, offering seamless integration with major cloud providers to support your ML operations.

Partnering for Rapid AI/ML Success

Take the first step towards unlocking the full potential of machine learning & artificial intelligence within your organization. Contact us to learn how our MLOps consulting services can transform your initiatives into a source of sustained business value.

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