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MLOps Consulting Services

Embrace MLOps to revolutionize your AI deployment, ensuring seamless, scalable, and efficient machine learning models that drive unparalleled business growth and innovation.

MLOps consulting services

BENEFITS

MLOps Consulting

Experiment Tracking

Stay informed and organized throughout your machine learning experiments. Our MLOps services provide robust tracking mechanisms, enabling you to monitor progress, analyze results, and iterate effectively. With clear visibility into each experiment’s variables and outcomes, you can make informed decisions to enhance model performance and drive success.

Unleash Model Deployment and Rollout

Harness the power of cloud-native platforms like AWS, Microsoft Azure, and Google Cloud Platform (GCP) to deploy your ML models with confidence. We possesses extensive experience in model deployment and rollout, ensuring peak availability, scalability, and dependability. With streamlined processes and best practices, we enable you to unleash your models onto the cloud environment seamlessly, maximizing their impact and value.

Vigilant Model Monitoring

Keep a watchful eye on your machine learning models’ performance in real-time. We offer cutting-edge observability solutions, including distributed tracing, log analysis, and anomaly detection. These tools provide immediate insights into AI system performance, empowering you to detect and address issues proactively. By fine-tuning and optimizing your models based on actionable insights, you can achieve superior precision and productivity, maximizing the value of your machine learning investments.

Scalability Pipelines

Seamlessly scale your machine learning pipelines to accommodate growing data volumes and evolving requirements. Our MLOps expertise ensures that your pipelines are designed and implemented with scalability in mind, enabling them to expand effortlessly as your needs evolve. By optimizing resource allocation and workflow management, we empower you to maintain efficiency and performance even as demands increase.

Streamline Delivery for Machine Learning

Optimize your machine learning delivery process for efficiency and agility. Our team leverages continuous integration and continuous delivery (CI/CD) practices to streamline pipeline development, testing, and deployment. By automating pipeline components’ creation, examination, and deployment, we accelerate the development lifecycle, enabling faster market reach and business expansion. With our expertise, you can deliver machine learning solutions with speed and precision, gaining a competitive edge in today’s dynamic landscape.

PROCESS

MLOps Process We follow

From a comprehensive review of your existing framework to deploying tailored MLOps practices, our process ensures seamless integration and execution at every step.

Synchronizing Machine Learning with Business Objectives

a. Getting a grip on the business targets and the larger dreams of the firm.

b. Sketching out the problem that machine learning can unravel.

c. Hunting down the right data sources and the data required to shape the machine learning model.

d. Formulating a blueprint for the lifecycle of the machine learning model – from birth to testing, deployment, and babysitting.

Nurturing Data and Governing its Growth

a. Designing a tool for unseen extraction or batch fetching from the cherry-picked data source.

b. Baking in an automatic data validation process to ensure the data remains pristine and sticks to the decided schema.

c. Applying a clever split method to remove separate training and validation data chunks from the validated data pool.

d. Laying the groundwork for a feature store that neatly houses and organizes pre-existing features.

Cultivating the Model

a. Handpicking a diverse range of storage-neutral version control systems that play well with machine learning workflows.

b. Harmoniously blending these version control systems into the platform and getting the settings right.

c. Ensuring that fresh metadata springing from new training runs are auto-saved into the correct version control system.

d. Establishing a metadata library to hoard relevant information for future deep dives.

Appraising the Model

a. Framing up a mechanism for model scrutiny and validation using the toolkit of choice.

b. Switching on the auto-capture for all critical performance data each time the model struts its stuff.

c. Safeguarding all essential details in a manner that facilitates effortless result reproduction.

d. Marking out specific triggers that kick-start pre-training when the model’s performance isn’t up to scratch.

Deploying the Model

a. Settling on the perfect framework to gift-wrap the model as an API service.

b. Or taking a different route – choosing and finetuning a container service for deployment.

c. Crafting a safe, production-ready home for the models.

d. Building a model registry – a logbook to store all metadata that matters for each model.

Keeping an Eye on the Model

a. Picking the best agent to constantly watch over the model in real-time.

b. Tweaking the agent to pick up anomalies, sense shifts in concept, and keep a close watch on model accuracy.

c. Adding extra measures to keep tabs on how much resources the model is munching on.

d. Drawing up the rules for re-training and setting up alerts to match.

WHY US

Why Partner with Markovate for MLOps Consulting?

Our expertise is in revamping machine learning procedures for increased efficiency, which we do by automating ML pipelines and integrating AutoML platforms. Better planning and development are ensured by the MLOps expertise, which also enables repeatability in model training and deployment. Scaling is made simple with rapid access to essential resources. Our MLOps consulting guarantees a smooth production flow, which results in optimized machine-learning procedures.

Accelerating Work Processes

Through streamlining infrastructure, perfecting workflows, and enhancing data preparation via automation and optimization, Markovate ensures a smooth and efficient machine-learning journey. This allows teams to maintain peak productivity levels.

Comprehensive Development Solution

Markovate employs innovative tools and technology, including avant-garde algorithms and advanced automation, for a complete MLOps service. This negates the necessity for expansive in-house expertise.

Adaptable MLOps Toolkit

With a unique blend of powerful open-source tools and reliable commercial frameworks complemented by a curated selection of favorite notebooks and libraries, Markovate offers a unified and seamless user experience.

Reducing TCO in ML Endeavors

Recognizing the importance of flexibility for triumphant machine learning solutions, Markovate’s vendor-agnostic approach facilitates operations in the cloud, on-premise, or hybrid environments without feeling tied down.

Facilitating Effective Collaboration

By automating standard tasks and fostering efficient experimentation workflows, Markovate enables optimal time utilization. All data sets are neatly organized, and high-performing models are constructed to achieve targeted outcomes.

Ensuring Security and Compliance

Adopting robust encryption protocols, Markovate ensures data is protected during usage, transit, and storage in the cloud. With stringent security precautions, peace of mind regarding data safety is a given.

Ready to optimize your Machine Learning operations?

Contact us to unlock the full potential of your models.

OUR FEATURED WORK

Our ML-Powered Projects

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Writeback

Social. An ML-powered one-of-a-kind digital experience curated for sending and receiving letters.

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SmartEats

Nutrition. It is an AI and ML based app designed to enable users to add real-time food recognition & typing free food tracking.

Our proud clients

Over the past decade, we have developed creative solutions for Fortune 500 companies, small businesses, and technology startups. Check out how we helped them transform their corporate structure. See our work.
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Over the past decade, we've crafted innovative solutions for leading Fortune 500 companies such as Ford, Kraft Foods, Dell, as well as numerous small businesses and tech startups like Aisle 24 and Trapeze, among others. Check out how we helped them transform their corporate structure.

Our Collaboration Partners

We form strategic alliances with leading platforms to guarantee the highest standards of safety and quality in every endeavor. This collaboration ensures our solutions are built on a foundation of trust and excellence, meeting the rigorous demands of our clients.
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databricks
microsoft-parnters
TOOL & TECHNOLOGY

Our Machine Learning Operations Tech Stack

Our ML developers recommend the best technology stack to develop perfect ML solutions for business.

MLOps Tech Stack

INDUSTRIES

We build AI-powered digital products across various industries

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Healthcare


AI in healthcare delivers precise diagnostics, tailored treatment plans, and efficient patient management. It accelerates drug discovery, offers predictive analytics for patient care, and streamlines administrative tasks, empowering healthcare providers.
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Fintech


Leverage AI in fintech for fraud detection, personalized financial advice, and real-time transaction analysis. AI-driven chatbots provide seamless customer support while machine learning algorithms empower security and personalization. Dive into the AI’s fintech world.
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Retail


AI redefines retail with personalized shopping, inventory optimization, and predictive demand forecasting. Boost customer engagement via AI-powered recommendations and virtual try-on experiences, revolutionizing both online and offline retail operations.
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Saas


In the SaaS industry, AI revolutionizes user experience by tailoring interfaces through behavior analysis, automating customer service, and fortifying cybersecurity. Leverage scalable, intelligent AI solutions that redefine SaaS.
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Travel


Elevate travel experiences with AI's personalized recommendations, dynamic pricing & efficient booking systems. Enhance customer service through interactive chatbots & ensure fleet reliability with predictive maintenance.
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Fitness


Experience personalized workout and nutrition plans driven by AI's data insights. Achieve fitness goals with virtual coaching and interactive apps, while AI aids in managing gym operations and retaining clients.
oil & gas industry

Oil & Gas


In the Oil & Gas industry, AI technology is revolutionizing exploration, extraction, and distribution processes. From predictive maintenance of equipments to real-time monitoring of drilling operations, AI enhances operational efficiency, optimizes production schedules, and minimizes downtime.
energy industry

Energy


Through smart grid management, AI algorithms balance supply and demand, reducing waste and enhancing reliability. AI-driven energy analytics enable businesses to identify inefficiencies and implement targeted solutions for cost savings and sustainability.
Education industry

Education


AI is driving personalized learning experiences, improving administrative efficiency, and fostering student success. Adaptive learning platforms powered by AI tailor educational content to individual student needs, optimizing comprehension and retention.
SaaS
Travel
Fintech
Retail
Fitness
Healthcare
oil & gas industry
Oil & Gas
energy industry
Energy
Education industry
Education
FAQ’s

MLOps Consulting FAQs

Can you explain MLOps?

MLOps is a combination of practices and tools designed to simplify machine learning model development, deployment, and monitoring. The significance of MLOps lies in its ability to diminish time and expenditure tied to the creation and deployment of ML models, enhance model efficiency, and boost the dependability and scalability of ML systems.

How does your team facilitate the application of MLOps in my enterprise?

Our team thoroughly reviews the existing ML framework in your organization, pinpointing potential areas of enhancement. From there, we assist in designing and executing data pipelines, constructing and deploying ML models, setting up monitoring and alert systems, and formulating ideal MLOps practices within the firm. Schedule a consultation to learn more.

Do you provide tailor-made solutions or fixed MLOps packages?

Our service range includes bespoke solutions and standardized MLOps packages to match your business’s specific necessities and stipulations. Our adept team collaborates with you, customizing our services to suit your needs and maximizing value.

What's the process to engage with your MLOps consulting services?

Initiating our MLOps consulting services is straightforward. Complete the contact form or connect directly with our team. We’ll then arrange a consultation to understand your requirements and devise a plan to meet your MLOps objectives.

MACHINE LEARNING

Point of view

Our thought leadership initiative – an exclusive platform for sharing our insights and technological perspectives.

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