AI Data & ML Infrastructure
Compare 211 ai data & ml infrastructure tools to find the right one for your needs
📂 Subcategories
📁 AI Infrastructure Management
📁 Data Labeling Tools
📁 Feature Stores
📁 GPU Cloud & Compute
📁 ML Experiment Tracking
📁 ML Training Platforms
📁 MLOps Platforms
📁 Model Registries
📁 Synthetic Data Generation
📁 Vector Databases
🔧 Tools
Compare and find the best ai data & ml infrastructure for your needs
Datature
A platform for building computer vision applications without code.
RunPod
A cloud platform offering serverless and on-demand GPU instances for AI and ML.
Continual
An AI platform with integrated feature store capabilities.
Encord
A platform for data annotation, quality control, and automation for computer vision.
UBIAI
A text annotation tool for NLP and machine learning.
Qdrant
An open-source vector similarity search engine and vector database.
Weights & Biases
A platform for experiment tracking, model optimization, and dataset versioning.
Weights & Biases
A platform for experiment tracking, data and model versioning, and collaboration for machine learning.
ClearML
An open-source MLOps platform that helps you manage, automate, and orchestrate your ML workflows at scale.
Arize AI
An ML observability platform for monitoring, troubleshooting, and explaining machine learning models in production.
Scribble Data
A data foundation platform with feature store capabilities.
Wallaroo.ai
An MLOps platform with feature store integration.
SuperAnnotate
An end-to-end platform for building high-quality training data for computer vision and NLP.
V7
A platform for labeling, managing, and training computer vision models.
Label Studio
A flexible and customizable open-source tool for labeling various data types.
Segments.ai
A platform for labeling image and 3D sensor data for computer vision.
Datasaur
A platform for labeling text data for natural language processing applications.
TrainingData.io
A data annotation platform specializing in medical imaging.
K2view
A data product platform that provides a holistic, 360-degree view of all your customer data.
Tonic.ai
A platform for generating realistic, de-identified test data for software development and testing.
GenRocket
A platform for automating the generation of synthetic test data for software testing and QA.
DagsHub
DagsHub is a platform for data scientists to version their data, models, experiments, and code.
Lambda Labs
Provides GPU cloud, clusters, and servers for training AI models.
Latitude.sh
A bare metal cloud platform offering on-demand dedicated servers, including GPU options.
Weights & Biases
A platform for experiment tracking, data and model versioning, hyperparameter optimization, and model management.
ClearML
An open-source MLOps platform that automates, manages, and orchestrates the entire ML lifecycle.
DagsHub
A platform for data scientists and ML engineers to version their data, models, experiments, and code.
BasicAI
An all-in-one data annotation platform for AI.
MOSTLY AI
Generates high-quality, privacy-preserving synthetic data for analytics, AI/ML model development, and software testing.
YData
A platform for improving data quality and generating synthetic data for AI and analytics.
Weights & Biases
Build better models faster with experiment tracking, dataset versioning, and model management.
ClearML
ClearML is an open-source platform that automates, manages, and orchestrates ML workflows at scale.
Valohai
Valohai is a machine learning platform that automates your MLOps, so you can focus on the science.
CoreWeave
A specialized cloud provider offering a massive scale of GPU compute for AI and HPC.
Comet ML
A platform for tracking, comparing, explaining, and optimizing machine learning models and experiments.
Neptune.ai
A metadata store for MLOps, built for research and production teams that run a lot of experiments.
BentoML
An open-source platform for building, shipping, and running AI applications and services at scale.
Arize AI
An AI observability and LLM evaluation platform for monitoring, troubleshooting, and improving ML models and LLM applications.
Pinecone
A fully managed vector database that makes it easy to build high-performance vector search applications.
ClickHouse
An open-source, column-oriented database management system for real-time analytics.
PyTorch
An open-source machine learning library based on the Torch library.
C3 AI
A platform for developing, deploying, and operating enterprise AI applications.
Comet
An MLOps platform for experiment tracking, model management, and production monitoring.
Neptune.ai
A metadata store for MLOps, built for research and production teams that run a lot of experiments.
Neptune.ai
A metadata store for MLOps, built for research and production teams that run a lot of experiments.
Comet
A platform for tracking, comparing, explaining, and optimizing machine learning models and experiments.
Valohai
An MLOps platform that automates the machine learning pipeline, from data preparation to model deployment.
Fiddler AI
An ML observability and responsible AI platform for monitoring, explaining, and analyzing machine learning models in production.
BentoML
An open-source framework for building, shipping, and scaling AI applications.
Qwak
An end-to-end platform for building and deploying AI.
Rasgo
A platform for feature engineering and data preparation.
Abacus.AI
An end-to-end AI platform with a feature store.
Dataloop
An end-to-end platform for data management, annotation, and automation for AI.
CVAT
An open-source, web-based annotation tool for computer vision.
Kili Technology
A data labeling platform for creating high-quality training data for NLP and computer vision.
LinkedAI
A data labeling platform and service for computer vision.
Weaviate
An open-source vector database that allows you to store data objects and vector embeddings from your favorite ML models.
Microsoft Azure Machine Learning
Microsoft's cloud-based service for the end-to-end machine learning lifecycle.
TensorFlow
An open-source library for machine learning and artificial intelligence.
KNIME
An open-source data analytics, reporting, and integration platform.
RapidMiner
A data science platform for teams that provides an integrated environment for data preparation, machine learning, and predictive model deployment.
Alteryx
A platform for data science and analytics that allows users to prepare, blend, and analyze data.
Domino Data Lab
An MLOps platform for the entire data science lifecycle.
Dataiku
A collaborative data science platform for teams to explore, prototype, build, and deliver their own data products.
Azure Machine Learning
A cloud-based service for building, training, deploying, and managing machine learning models.
Domino Data Lab
An enterprise MLOps platform that centralizes data science work and infrastructure while providing self-service access to tools and compute.
Tecton
A fully managed feature platform that helps you build, deploy, and manage features for your machine learning models.
Dataiku
A centralized data platform that helps you design, deploy, and manage AI and analytics applications.
Tecton
A fully managed feature platform for operational AI applications.
Hopsworks Feature Store
An open-source and enterprise feature store.
Azure Machine Learning Feature Store
A feature store service within Azure Machine Learning.
Snowflake Feature Store (Private Preview)
A feature store integrated into the Snowflake Data Cloud.
MLflow
MLflow is an open-source platform to manage the ML lifecycle, including experimentation, reproducibility, deployment, and a central model registry.
Labelbox
A platform to create and manage labeled data for machine learning applications.
Scale AI
A data platform for AI that provides high-quality training and validation data for ML teams.
Keymakr
A data annotation company providing services for computer vision.
Playment (TELUS International)
A data labeling platform for computer vision, now part of TELUS International.
Ango Hub
A data annotation platform designed for enterprise teams, with a focus on quality and collaboration.
Supervisely
A web-based platform for computer vision, from data labeling to model training.
Gretel
A multimodal synthetic data platform for generating high-quality, safe data at scale.
Mockaroo
A web-based tool for generating realistic test data in various formats.
Comet
Comet provides a platform for ML experiment tracking, model management, and production monitoring.
Neptune.ai
Log, store, organize, compare, and share all your ML model metadata in a single place.
Domino Data Lab
Domino is an Enterprise AI platform that enables data science teams to build, validate, deliver, and monitor models at scale.
Cnvrg.io
cnvrg.io is an end-to-end machine learning platform to build and deploy AI models at scale.
Comet ML
Comet is a meta machine learning platform for tracking, comparing, explaining and optimizing experiments and models.
Azure Machine Learning
Azure Machine Learning is a cloud-based environment you can use to train, deploy, automate, manage, and track ML models.
Vast.ai
A decentralized GPU marketplace connecting users with underutilized GPU resources.
Paperspace
A cloud platform for building, training, and deploying machine learning models.
Gcore
A global cloud and edge provider offering GPU instances for AI and machine learning.
Scaleway
A European cloud provider offering a range of services, including GPU instances for AI.
Google Cloud GPU
Google's cloud platform offering a wide range of NVIDIA GPUs for various workloads.
Azure Machine Learning
A cloud-based environment you can use to train, deploy, automate, manage, and track ML models.
Iguazio
An MLOps platform that automates and accelerates the path to production for AI applications.
Tecton
A fully managed feature platform that helps data teams build, serve, and manage features for machine learning.
Anyscale
A fully managed platform for the Ray open-source framework, designed to scale AI and Python workloads.
Syntho
A synthetic data platform that enables organizations to generate and use high-quality synthetic data for a variety of applications.
Synthesis AI
A platform for generating synthetic data for computer vision applications.
Gretel.ai
A developer-first platform for generating, transforming, and classifying data with privacy guarantees.
Polyaxon
Polyaxon is a platform for building, training, and monitoring machine learning and deep learning models.
Verta
Verta is a platform for managing and operationalizing machine learning models.
Determined AI
Determined is an open-source deep learning training platform that makes building models fast and easy.
Spell
Spell is a platform for running, managing, and scaling machine learning experiments and deployments.
Iguazio
Iguazio provides an MLOps platform for automating and managing the entire machine learning lifecycle.
Allegro AI
Allegro AI provides an MLOps platform specifically designed for computer vision applications.
Datatron
Datatron provides an enterprise-grade platform for managing and governing machine learning models.
TFX
TFX is a Google-production-scale machine learning platform based on TensorFlow.
Verta.ai
Verta is an MLOps platform that helps enterprise data science teams to manage the complete ML lifecycle.
DataRobot
DataRobot is the leader in enterprise AI, delivering a trusted AI platform and strategic partnership for organizations.
DVC
DVC is a tool for data versioning, ML model versioning, and experiment tracking. It's like Git for data and models.
Databricks
A unified data analytics platform that combines data engineering, data science, and machine learning.
MLflow
An open-source platform to manage the ML lifecycle, including experimentation, reproducibility, deployment, and a central model registry.
Fiddler AI
An AI observability platform that provides monitoring, explainability, and analytics for machine learning and large language models.
Seldon
An open-source and enterprise platform for deploying, managing, and monitoring machine learning models at scale.
Milvus
An open-source vector database for embedding similarity search and AI applications.
Redis
An in-memory data structure store, used as a database, cache, and message broker.
Databricks
A unified data and AI platform for data engineering, machine learning, and analytics.
DataRobot
An automated machine learning platform for building and deploying AI models.
MLflow
An open-source platform for managing the end-to-end machine learning lifecycle.
Databricks
A unified data and AI platform for data engineering, machine learning, and analytics.
MLflow
An open-source platform to manage the ML lifecycle, including experimentation, reproducibility, and deployment.
DataRobot
An end-to-end enterprise AI platform that automates the process of building, deploying, and managing machine learning models.
Iguazio (now part of McKinsey)
An MLOps platform that automates and accelerates the path to production for AI applications, with a focus on real-time and edge use cases.
Seldon
An open-source MLOps platform for deploying, monitoring, and managing machine learning models on Kubernetes.
Databricks Feature Store
A feature store integrated into the Databricks platform for ML.
Iguazio (acquired by McKinsey)
An MLOps platform with an integrated feature store.
Redis Feature Store
A real-time feature store built on Redis.
Sama
A platform that provides high-quality training data for AI and machine learning models.
TELUS International
Provides high-quality AI training data and validation services through a global community.
Super.ai
A platform for processing unstructured data using AI and human-in-the-loop.
Jaxon
A data labeling platform that uses AI to accelerate the annotation process.
Chroma
An open-source embedding database designed to make it easy to build LLM apps.
Elasticsearch
A distributed, RESTful search and analytics engine capable of addressing a growing number of use cases.
OpenSearch
A community-driven, open-source search and analytics suite forked from Elasticsearch and Kibana.
Apache Cassandra
An open-source, distributed, wide-column store, NoSQL database management system.
Google Vertex AI
Google Cloud's unified machine learning platform.
H2O.ai
An open-source and enterprise platform for AI and machine learning.
Google Cloud Vertex AI
A unified MLOps platform for building, deploying, and scaling machine learning models.
Pachyderm
An open-source data versioning and pipeline tool that helps you manage your data and automate your ML workflows.
H2O.ai
An AI cloud platform that provides tools for building, deploying, and managing AI applications, with a focus on AutoML.
Algorithmia (now part of DataRobot)
An MLOps platform focused on automating the deployment, management, and security of machine learning models at scale.
Amazon SageMaker Feature Store
A managed feature store service from AWS.
Google Cloud Vertex AI Feature Store
A managed feature store on Google Cloud.
Hive
An AI platform providing solutions for content moderation, data labeling, and advertising intelligence.
Shaip
A global leader in AI training data solutions, offering data collection, licensing, and annotation.
Hazy
An enterprise-focused platform for generating high-quality synthetic data for financial services and other regulated industries.
MLflow
MLflow is an open source platform to manage the ML lifecycle, including experimentation, reproducibility, deployment, and a central model registry.
Pachyderm
Pachyderm is an open-source data science platform that provides data versioning, data pipelines, and data lineage.
Google Cloud Vertex AI
Vertex AI is a managed machine learning platform that allows developers to accelerate the deployment and maintenance of AI models.
H2O.ai
H2O.ai is the creator of H2O, the leading open-source machine learning and artificial intelligence platform.
Cloudalize
A cloud platform offering GPU-powered virtual desktops and servers.
Google Vertex AI
A managed machine learning platform that allows developers and data scientists to accelerate the deployment and maintenance of AI models.
H2O.ai
An open-source leader in AI and machine learning, providing a platform to build and deploy AI models and applications.
Pachyderm
A data versioning and pipeline platform for building scalable and reproducible machine learning workflows.
Cogito
A company providing data labeling and AI training data services.
IBM watsonx.ai
An enterprise studio for AI builders to train, validate, tune, and deploy AI models, including generative AI and machine learning.
Guild AI
Guild AI is an open-source tool for running, tracking, and comparing machine learning experiments.
Kubeflow
Kubeflow is an open-source project dedicated to making deployments of machine learning (ML) workflows on Kubernetes simple, portable and scalable.
Amazon SageMaker
Amazon SageMaker is a fully managed service that provides every developer and data scientist with the ability to build, train, and deploy machine learning (ML) models quickly.
AWS SageMaker
A fully managed service that provides every developer and data scientist with the ability to build, train, and deploy machine learning models quickly.
Vespa
An open-source big data serving engine for real-time applications.
Amazon SageMaker
A fully managed service from AWS for the end-to-end machine learning lifecycle.
SAS Viya
An AI, analytics, and data management platform from SAS.
Kubeflow
An open-source machine learning platform for deploying, managing, and scaling ML workloads on Kubernetes.
Amazon SageMaker
A fully managed service to build, train, and deploy machine learning models at scale.
Feast
An open-source feature store for ML.
Molecula (now part of Broadcom)
A real-time feature platform.
Kubeflow
An open-source project dedicated to making deployments of machine learning workflows on Kubernetes simple, portable, and scalable.
Appen
A global leader in data for the AI lifecycle, providing data sourcing, annotation, and model evaluation.
Kubeflow
An open-source project dedicated to making deployments of machine learning workflows on Kubernetes simple, portable, and scalable.
OVHcloud
A global cloud provider offering a wide range of services, including GPU instances.
Datagen
A platform for generating high-fidelity 3D synthetic data to train and test computer vision systems.
CVEDIA
Provides computer vision solutions developed exclusively with synthetic data.
Mindtech
A platform for the creation and management of synthetic data for training AI vision systems.
Sky Engine AI
A platform for generating synthetic data to train and validate computer vision algorithms.
Rendered.ai
A platform-as-a-service for creating and deploying unlimited, customized synthetic data for AI workflows.
Statice
A platform that helps companies generate privacy-preserving synthetic data to unlock data for innovation.
ANYVERSE
A synthetic data platform for generating high-fidelity, sensor-realistic data for training and validating perception systems.
Parallel Domain
A platform for generating high-fidelity synthetic data to train and test perception models for autonomous systems.
Cognata
A simulation platform for the development and testing of autonomous vehicles.
AI.Reverie
A simulation platform that generates high-quality, annotated synthetic data to train and test computer vision algorithms.
DataSynthesizer
An open-source Python library for generating synthetic data from sensitive datasets.
Synthetic Data Vault (SDV)
An open-source Python library for generating synthetic data for single tables, relational databases, and time-series data.
Synthea
An open-source tool for generating realistic synthetic patient data and electronic health records.
Faker
A popular open-source Python library for generating fake data.
Datomize
An AI-powered platform for generating synthetic data to accelerate AI/ML model development and testing.
MDClone
A platform for organizing, accessing, and sharing healthcare data with a focus on privacy and synthetic data generation.
Tumult Analytics
An open-source framework for releasing aggregate information from sensitive datasets with strong privacy guarantees based on differential privacy.
Plaitpy
An open-source Python program for generating fake data from composable YAML templates.
Sogeti
A technology and engineering services company that offers solutions for synthetic data generation and test data management.
Sacred
Sacred is a Python tool to help you configure, organize, log and reproduce computational experiments.
Crusoe Cloud
A cloud platform that powers its GPU compute with stranded and wasted energy.
FluidStack
A distributed cloud platform offering low-cost GPU and CPU compute.
JarvisCloud
A cloud platform offering affordable and easy-to-use GPU instances for AI/ML.
LeaderGPU
A provider of bare-metal GPU servers for high-performance computing and AI.
Genesis Cloud
A European GPU cloud provider focused on sustainable and cost-effective AI solutions.
DataCrunch
A European GPU cloud provider offering high-performance infrastructure for AI/ML.
TensorDock
A cloud platform offering low-cost GPU and CPU servers for a variety of applications.
MassedCompute
A decentralized cloud platform for high-performance computing.
Cirrascale
A provider of cloud services and hardware for deep learning and AI.
LanceDB
An open-source, serverless vector database for production-scale AI applications.
pgvector
An open-source extension for PostgreSQL that enables storing and searching vector embeddings.
Vald
An open-source, cloud-native vector search engine designed for high scalability and performance.
ScaNN
A library for efficient vector similarity search at scale.
KDB.AI
A vector database that combines time-series data with vector embeddings for contextual AI.
Deep Lake
A data lake for deep learning that provides a simple API for creating, storing, and collaborating on AI datasets of any size.
SurrealDB
A multi-model database that combines the capabilities of traditional databases with the flexibility of NoSQL.
Featureform
An open-source virtual feature store.
Kaskada (acquired by DataStax)
A platform for real-time machine learning.
Bytewax
An open-source framework for stream processing.
Claypot AI
A platform for real-time ML with a feature store.