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What is IBM Watson Studio?

Design, implement, and manage AI models while improving decision-making capabilities across any cloud environment. IBM Watson Studio facilitates the seamless integration of AI solutions as part of the IBM Cloud Pak® for Data, which serves as IBM's all-encompassing platform for data and artificial intelligence. Foster collaboration among teams, simplify the administration of AI lifecycles, and accelerate the extraction of value utilizing a flexible multicloud architecture. You can streamline AI lifecycles through ModelOps pipelines and enhance data science processes with AutoAI. Whether you are preparing data or creating models, you can choose between visual or programmatic methods. The deployment and management of models are made effortless with one-click integration options. Moreover, advocate for ethical AI governance by guaranteeing that your models are transparent and equitable, fortifying your business strategies. Utilize open-source frameworks such as PyTorch, TensorFlow, and scikit-learn to elevate your initiatives. Integrate development tools like prominent IDEs, Jupyter notebooks, JupyterLab, and command-line interfaces alongside programming languages such as Python, R, and Scala. By automating the management of AI lifecycles, IBM Watson Studio empowers you to create and scale AI solutions with a strong focus on trust and transparency, ultimately driving enhanced organizational performance and fostering innovation. This approach not only streamlines processes but also ensures that AI technologies contribute positively to your business objectives.

What is BentoML?

Effortlessly launch your machine learning model in any cloud setting in just a few minutes. Our standardized packaging format facilitates smooth online and offline service across a multitude of platforms. Experience a remarkable increase in throughput—up to 100 times greater than conventional flask-based servers—thanks to our cutting-edge micro-batching technique. Deliver outstanding prediction services that are in harmony with DevOps methodologies and can be easily integrated with widely used infrastructure tools. The deployment process is streamlined with a consistent format that guarantees high-performance model serving while adhering to the best practices of DevOps. This service leverages the BERT model, trained with TensorFlow, to assess and predict sentiments in movie reviews. Enjoy the advantages of an efficient BentoML workflow that does not require DevOps intervention and automates everything from the registration of prediction services to deployment and endpoint monitoring, all effortlessly configured for your team. This framework lays a strong groundwork for managing extensive machine learning workloads in a production environment. Ensure clarity across your team's models, deployments, and changes while controlling access with features like single sign-on (SSO), role-based access control (RBAC), client authentication, and comprehensive audit logs. With this all-encompassing system in place, you can optimize the management of your machine learning models, leading to more efficient and effective operations that can adapt to the ever-evolving landscape of technology.

Media

Media

Integrations Supported

TensorFlow
Amazon Web Services (AWS)
Apache Spark
Azure Container Registry
Azure Functions
Docker
Google Compute Engine
H2O.ai
Heroku
IBM DRaaS
IBM Db2
IBM Informix
IBM Watson
IBM Watson Language Translator
IBM watsonx Assistant
Jupyter Notebook
Keras
PyTorch
Swagger
ZenML

Integrations Supported

TensorFlow
Amazon Web Services (AWS)
Apache Spark
Azure Container Registry
Azure Functions
Docker
Google Compute Engine
H2O.ai
Heroku
IBM DRaaS
IBM Db2
IBM Informix
IBM Watson
IBM Watson Language Translator
IBM watsonx Assistant
Jupyter Notebook
Keras
PyTorch
Swagger
ZenML

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Free
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

IBM

Date Founded

1911

Company Location

United States

Company Website

www.ibm.com/cloud/watson-studio

Company Facts

Organization Name

BentoML

Company Location

United States

Company Website

www.bentoml.com

Categories and Features

Data Mining

Data Extraction
Data Visualization
Fraud Detection
Linked Data Management
Machine Learning
Predictive Modeling
Semantic Search
Statistical Analysis
Text Mining

Data Preparation

Collaboration Tools
Data Access
Data Blending
Data Cleansing
Data Governance
Data Mashup
Data Modeling
Data Transformation
Machine Learning
Visual User Interface

Data Science

Access Control
Advanced Modeling
Audit Logs
Data Discovery
Data Ingestion
Data Preparation
Data Visualization
Model Deployment
Reports

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

Predictive Analytics

AI / Machine Learning
Benchmarking
Data Blending
Data Mining
Demand Forecasting
For Education
For Healthcare
Modeling & Simulation
Sentiment Analysis

Categories and Features

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

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