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Description
Aim captures all your AI-related metadata, including experiments and prompts, and offers a user interface for comparison and observation, as well as a software development kit for programmatic queries. This open-source, self-hosted tool is specifically designed to manage hundreds of thousands of tracked metadata sequences efficiently. Notably, Aim excels in two prominent areas of AI metadata applications: experiment tracking and prompt engineering. Additionally, Aim features a sleek and efficient user interface that allows users to explore and compare different training runs and prompt sessions seamlessly. This capability enhances the overall workflow and provides valuable insights into the AI development process.
Description
MLflow is an open-source suite designed to oversee the machine learning lifecycle, encompassing aspects such as experimentation, reproducibility, deployment, and a centralized model registry. The platform features four main components that facilitate various tasks: tracking and querying experiments encompassing code, data, configurations, and outcomes; packaging data science code to ensure reproducibility across multiple platforms; deploying machine learning models across various serving environments; and storing, annotating, discovering, and managing models in a unified repository. Among these, the MLflow Tracking component provides both an API and a user interface for logging essential aspects like parameters, code versions, metrics, and output files generated during the execution of machine learning tasks, enabling later visualization of results. It allows for logging and querying experiments through several interfaces, including Python, REST, R API, and Java API. Furthermore, an MLflow Project is a structured format for organizing data science code, ensuring it can be reused and reproduced easily, with a focus on established conventions. Additionally, the Projects component comes equipped with an API and command-line tools specifically designed for executing these projects effectively. Overall, MLflow streamlines the management of machine learning workflows, making it easier for teams to collaborate and iterate on their models.
API Access
Has API
API Access
Has API
Integrations
Ludwig
Apolo
Aporia
Azure Data Science Virtual Machines
Azure Machine Learning
Azure Marketplace
CrateDB
Google Cloud Platform
Keras
LiteLLM
Integrations
Ludwig
Apolo
Aporia
Azure Data Science Virtual Machines
Azure Machine Learning
Azure Marketplace
CrateDB
Google Cloud Platform
Keras
LiteLLM
Pricing Details
No price information available.
Free Trial
Free Version
Pricing Details
No price information available.
Free Trial
Free Version
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Deployment
Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Customer Support
Business Hours
Live Rep (24/7)
Online Support
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Types of Training
Training Docs
Webinars
Live Training (Online)
In Person
Vendor Details
Company Name
AimStack
Country
United States
Website
aimstack.io
Vendor Details
Company Name
MLflow
Founded
2018
Country
United States
Website
mlflow.org
Product Features
Artificial Intelligence
Chatbot
For Healthcare
For Sales
For eCommerce
Image Recognition
Machine Learning
Multi-Language
Natural Language Processing
Predictive Analytics
Process/Workflow Automation
Rules-Based Automation
Virtual Personal Assistant (VPA)
Product Features
Machine Learning
Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization