Best MLOps Platforms - Page 3
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
- User Satisfaction
- Seller Details
Comet provides an end-to-end model evaluation platform for AI developers, with best in class LLM evaluations, experiment tracking, and production monitoring.
- 50% Mid-Market
- 42% Small-Business
11,002 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
The key features of ClearML’s open source, end-to-end MLOPs Platform are: ClearML Experiment – ClearML Experiment allows you to track every part of the ML experimentation process and automate tasks.
- Computer Software
- Information Technology and Services
- 54% Small-Business
- 31% Mid-Market
3,798 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Kili Technology is a comprehensive labeling tool where you can label your training data fast, find and fix issues in your dataset, and simplify your labeling operations. Kili Technology dramatically a
- Information Technology and Services
- Computer Software
- 39% Mid-Market
- 37% Small-Business
434 Twitter followers
- Overview
- User Satisfaction
- Seller Details
Pachyderm is cost-effective at scale, enabling data engineering teams to automate complex pipelines with sophisticated data transformations across any type of data. Our unique approach provides parall
- Computer Software
- 50% Mid-Market
- 36% Enterprise
2,465 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
The Machine Learning Toolkit for Kubernetes
- Information Technology and Services
- 45% Small-Business
- 40% Enterprise
6,328 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
DVC is an open-source, Git-based data science tool. Apply version control to machine learning development, make your repo the backbone of your project, and instill best practices across your team. Fi
- 55% Mid-Market
- 27% Small-Business
555 Twitter followers
- Overview
- User Satisfaction
- Seller Details
Leader in creating Data Science Tools. MLJAR is an automated machine learning (AutoML) framework designed to make building and deploying machine learning models easier and more accessible. It offers t
- Information Technology and Services
- 63% Enterprise
- 25% Small-Business
1,489 Twitter followers
- Overview
- User Satisfaction
- Seller Details
Mona is an intelligent monitoring platform for AI in production. Data science, machine learning, and data operation teams leverage Mona to increase trust in their AI system by giving them a powerful a
- 50% Small-Business
- 40% Mid-Market
43 Twitter followers
- Overview
- User Satisfaction
- Seller Details
Seldon gets machine learning models to production faster, in the most reliable way. Front-end deployment of models, explainers and canaries means users can deploy ML models and testing can be done in
- Information Technology and Services
- 45% Enterprise
- 36% Small-Business
2,288 Twitter followers
- Overview
- User Satisfaction
- Seller Details
Determined AI takes a pragmatic, results-driven approach to deep learning, with a goal of dramatically improving the productivity of deep learning developers. Its integrated AutoML platform simplifies
- 55% Small-Business
- 36% Mid-Market
1,802 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Pixis is the digital marketer’s AI sidekick, that empowers you to use your own data across platforms to reach the best outcomes with confidence, all while saving teams time and effort. Our AI-powere
- 50% Mid-Market
- 43% Enterprise
150 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Plutoshift is pioneering a new category of data platform, purpose built for enterprises that provide physical products and services. The Plutoshift Operational Data Platform (ODP) applies AI and auto
- Software Engineer
- Computer Software
- 63% Mid-Market
- 21% Enterprise
236 Twitter followers
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Statsig is a complete platform for product growth, with 4 major products: experimentation, feature flagging, product analytics, and session session replays. All of Statsig's products are powered b
- Software Engineer
- Data Scientist
- Computer Software
- Information Technology and Services
- 45% Mid-Market
- 35% Small-Business
- Overview
- Pros and Cons
- User Satisfaction
- Seller Details
Labelbox is the leading data-centric AI platform for building intelligent applications. Teams looking to capitalize on the latest advances in generative AI and LLMs use the Labelbox platform to inject
- Computer Software
- Information Technology and Services
- 56% Small-Business
- 31% Mid-Market
2,525 Twitter followers
- Overview
- User Satisfaction
- Seller Details
The FirstStep.ai Designer is a web-based AI training platform, where users can rapidly train and deploy visual Machine Learning (ML) models, leveraging our cloud GPU infrastructure. Our AI training pl
- 80% Small-Business
- 20% Mid-Market
