Best MLOps Platforms - Page 8
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
Robovision is a compute-vision company and a pioneer in 3D deep learning. With over a decade of experience, Robovision has developed the Robovision Platform and Robovision Edge to solve the challenge
- 100% Small-Business
- Overview
- Pros and Cons
- User Satisfaction
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Multi-sensor labeling platform for robotics and autonomous driving. Segments.ai is a fast and accurate data labeling platform for multi-sensor data annotation. You can obtain segmentation labels, vec
- Research
- 95% Small-Business
- 5% Mid-Market
483 Twitter followers
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SolasAI is software that detects and removes bias & discrimination from a customer's decisioning models. It works in credit & insurance underwriting, predictive marketing, healthcare, and empl
- 100% Small-Business
82 Twitter followers
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A feature store is a data platform that makes it easy to build, deploy, and use features for machine learning.
- 100% Small-Business
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- User Satisfaction
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Tenyks.ai is an innovative MLOps platform that empowers computer vision teams to expedite the development of production-ready models. With its state-of-the-art features, Tenyks.ai enables users to hos
- 100% Small-Business
- Overview
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- User Satisfaction
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Built on Neuralith, RSpace gives R&D teams a lab-friendly cockpit where they can search literature, patents, and experimental data, launch multi-step agent workflows, and receive fully cited answe
- 100% Small-Business
- Overview
- User Satisfaction
- Seller Details
AI and Machine Learning Model Management and Operations for Enterprise Data Science Teams
- 100% Small-Business
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- Pros and Cons
- User Satisfaction
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Easy Production AI at Scale: Any Model, Any Hardware, Anywhere. Purpose built for production AI, so AI teams stay lean and nimble. Enabling you to get to value fast for your cloud analytics, edge AI
- 100% Small-Business
752 Twitter followers
- Overview
- User Satisfaction
- Seller Details
Widget Brain is the leading provider of AI services for workforce management in the fields of retail, hospitality and industry. Widget Brain's word-class algorithms and endless scalability deliver the
- 100% Enterprise
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- Overview
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Secure your AI workloads against AI attacks and security threats with industry-first patented technology. Track and automatically respond to any attack incidents in realtime by leveraging Splunk, Micr
- Overview
- User Satisfaction
- Seller Details
Akira Ai is the Taking AI experiments to Production and it provides solutions for Continuous Delivery For Machine learning and deep learning, Standardize AI and ML/DL operations, Quality Monitoring, M
- Overview
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19,378 Twitter followers
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- Overview
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A single-node, full-fledged Kubeflow deployment that installs in minutes. MiniKF is the fastest and easiest way to get started with Kubeflow. With just a few clicks, you are up for experimentation, a
596 Twitter followers
