Best MLOps Platforms - Page 2
Machine learning operationalization (MLOps) platforms allow users to manage and monitor machine learning models as they are integrated into business applications. In addition, many of these tools facilitate the deployment of these models. With these tools, businesses can implement machine learning models and algorithms built by data scientists and developers. MLOps software automates deployment, monitors models' health, performance, and accuracy, and iterates on those models. Some tools provide features for doing this collaboratively. This enables businesses to scale machine learning across the company and make a tangible business impact.
Additionally, these products may provide security, provisioning, and governing capabilities to ensure that only those authorized to make version changes or deployment adjustments can do so. The tools can differ regarding what part of the machine learning journey or workflow they focus on, including explainability, hyper optimization, feature engineering, model risk, model selection, model monitoring, and experiment tracking.
These tools are usually language agnostic, so they can be successfully deployed no matter how an algorithm is built. However, some may focus specifically on languages like R or Python, among others. Some of these products are dedicated to tracking machine learning experiments to better understand the performance of models. In addition, some products provide the ability to augment users’ training datasets in order to improve model training.
Some MLOps solutions offer a way to manage all machine learning models across the entire business in a single location. Although similar to data science and machine learning platforms, this software differs since it focuses on the maintenance and monitoring of models instead of deployment.
To qualify for inclusion in the MLOps Platforms category, a product must:
Best MLOps Platforms At A Glance
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- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
SAP HANA Cloud is a modern database-as-a-service (DBaaS) powering the next generation of intelligent data applications. SAP HANA Cloud offers a competitive edge by incorporating advanced machine learn
- Consultant
- SAP Consultant
- Information Technology and Services
- Computer Software
- 64% Enterprise
- 23% Mid-Market
301,811 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
IBM Watson Studio on IBM Cloud Pak for Data is a leading data science and machine learning solution that helps enterprises accelerate AI-powered digital transformation. It allows businesses to scale t
- Software Engineer
- CEO
- Information Technology and Services
- Computer Software
- 50% Enterprise
- 29% Small-Business
711,096 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
The ability to control and observe the health of AI applications is critical for the success and ROI of every experience powered by either predictive or generative AI models. WhyLabs enables teams to
- Information Technology and Services
- Computer Software
- 48% Small-Business
- 26% Enterprise
1,202 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
SAS® Model Manager is a web-based application that enables organizations to register, modify, track, score, publish, and report on analytical models. Organizations can store models within folders or p
- Inside Sales Manager
- Computer Software
- 56% Enterprise
- 18% Small-Business
62,425 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Datature is an AI Vision platform that simplifies computer vision development by unifying data labeling, model training, and deployment into a single workflow. By eliminating the need for fragmented t
- Computer Software
- 61% Small-Business
- 29% Enterprise
157 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Valohai is the MLOps platform purpose-built for ML Pioneers, giving them everything they've been missing, in one platform that just makes sense. Now they run thousands of experiments at the click of a
- Automotive
- Computer Software
- 36% Small-Business
- 32% Mid-Market
1,879 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
JFrog Ltd. (Nasdaq: FROG) is on a mission to create a world of software delivered without friction from developer to device. Driven by a “Liquid Software” vision, the JFrog Software Supply Chain P
- Software Engineer
- DevOps Engineer
- Information Technology and Services
- Computer Software
- 58% Enterprise
- 33% Mid-Market
23,263 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Encord is the multimodal data management platform for AI. With Encord, AI teams can easily manage, curate, and label images, videos, audio, documents, text, and DICOM files on one unified platform whi
- Computer Software
- Hospital & Health Care
- 52% Small-Business
- 40% Mid-Market
596 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Edge Impulse streamlines the creation of AI & machine learning models for edge hardware, allowing devices to make decisions and offer insight where data is gathered. Edge Impulse’s technology empo
- 64% Small-Business
- 36% Enterprise
20,903 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
InRule Technology® provides explainable AI Decisioning. InRule empowers its users to delight customers and improve business outcomes by combining automated decisioning, explainable machine learning a
- Financial Services
- Insurance
- 46% Mid-Market
- 32% Enterprise
796 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
V7 is a powerful AI training data platform that enables you to annotate images, videos, documents, and medical imaging files. It is the quickest way to obtain high-quality annotated data for training
- Information Technology and Services
- Computer Software
- 55% Small-Business
- 36% Mid-Market
3,247 Twitter followers
- Overview
- User Satisfaction
- Seller Details
With the Gurobi Optimizer, you can identify provably optimal solutions to the world’s most complex problems—including linear, nonlinear, and quadratic problems—using any combination of continuous and
- 55% Enterprise
- 25% Small-Business
4,987 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Dataloop is a cutting-edge AI Development Platform that's transforming the way organizations build AI applications. Our platform is meticulously crafted to cater to developers at the heart of the AI d
- Computer Software
- Information Technology and Services
- 39% Mid-Market
- 32% Small-Business
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Domino powers model-driven businesses with its leading Enterprise AI platform that accelerates the development and deployment of data science work while increasing collaboration and governance. More t
- Computer Software
- 52% Enterprise
- 30% Small-Business
8,106 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Arize AI is an AI observability and LLM evaluation platform that helps teams deliver and maintain more successful AI in production. Arize's automated monitoring and observability platform allows teams
- Information Technology and Services
- 45% Small-Business
- 27% Enterprise
3,126 Twitter followers
