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Description
IBM's AI Gateway for API Connect serves as a consolidated control hub for organizations to tap into AI services through public APIs, ensuring secure connections between various applications and third-party AI APIs, whether they are hosted internally or externally. Functioning as a gatekeeper, it regulates the data and instructions exchanged among different components. The AI Gateway incorporates policies that allow for centralized governance and oversight of AI API interactions within applications, while also providing essential analytics and insights that enhance the speed of decision-making concerning choices related to Large Language Models (LLMs). A user-friendly guided wizard streamlines the setup process, granting developers self-service capabilities to access enterprise AI APIs, thus fostering a responsible embrace of generative AI. To mitigate the risk of unexpected or excessive expenditures, the AI Gateway includes features that allow organizations to set limits on request rates over defined periods and to cache responses from AI services. Furthermore, integrated analytics and dashboards offer a comprehensive view of the utilization of AI APIs across the entire enterprise, ensuring that stakeholders remain informed about their AI engagements. This approach not only promotes efficiency but also encourages a culture of accountability in AI usage.
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
Amazon SageMaker
Apache Spark
Azure Data Science Virtual Machines
Azure Marketplace
CrateDB
Databricks
Flyte
IBM watsonx
Kedro
Keras
Integrations
Amazon SageMaker
Apache Spark
Azure Data Science Virtual Machines
Azure Marketplace
CrateDB
Databricks
Flyte
IBM watsonx
Kedro
Keras
Pricing Details
$83 per month
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
IBM
Founded
1911
Country
United States
Website
www.ibm.com/products/api-connect/ai-gateway
Vendor Details
Company Name
MLflow
Founded
2018
Country
United States
Website
mlflow.org
Product Features
Product Features
Machine Learning
Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization
