IBM Watson Machine Learning

IBM Watson Machine Learning software enables businesses to use their data to build, train, and deploy machine learning models.

Overview

IBM Watson Machine Learning software offers users an automated workflow that allows them to develop intelligent business applications confidently. Businesses can use this software to run machine learning models anywhere and across any cloud. This software enables users to bring their open-source AI projects into production and deploy AI models. Plus, data scientists and developers can use the IBM Watson Machine Learning software to streamline and use AI at scale across any cloud.

This software offers users an extensible, open model operation to accelerate AI and machine learning deployment. Users can use this software to generate APIs automatically to develop AI-powered applications. IBM Watson Machine Learning software allows businesses to deploy models built with open source tools and IBM Watson Studio, and it enables them to retrain models dynamically. Besides, data scientists can use this software's interface to simplify model deployment and management end-to-end. 

IBM Watson Machine Learning software provides a unified AI and data platform that automates AI lifecycle management. Users can deploy and run their model in the IBM cloud, in a single-node server, on-premises, and other clouds. This software allows users to maintain the production-level accuracy of AI models and accelerate the value time of any model. Additionally, users can use the IBM Watson Machine Learning software's framework to save, deploy, and version models, and for the management of deployment infrastructure.

This software offers users automated data prepping, advanced data refinery, and model explainability. Businesses can integrate standard data science tools, like Watson Studio and IBM SPSS Modeler. IBM Watson Machine Learning software allows users to automatically retrain their model and enable continuous learning for the maintenance of model quality. Also, data scientists and developers can deploy and train deep learning models for offline optional character recognition on mobile and embedded devices.

Product Details

IBM Watson Machine Learning software offers users an open, extensible AI and data platform that runs on any cloud. Businesses can use this software to analyze, collect, and organize data to infuse AI all through their organization. The IBM Watson Machine Learning software provides a cloud-native platform that unifies market-leading services ranging from the analytics lifecycle from data management, governance, DataOps, business analytics to automated AI. Users use this software's information architecture to implement AI successfully. Plus, this software supports multi-cloud environments like Amazon Web Services, Google Cloud, Azure, IBM Cloud, and private cloud deployment.

IBM Watson Machine Learning software helps users to analyze their data automatically. Data scientists and non-professionals do not need any coding expertise to develop and deploy a machine learning model with sophisticated features.

This software allows users to build customized candidate model pipelines for predictive modeling. Besides, users can analyze their dataset and discover algorithms, data transformations, and parameter settings. 

IBM Watson Machine Learning software allows users to create a model ready for deployment in their deployment space. The automated AI capability of this software runs tasks like data preprocessing, hyperparameter optimization, automated feature engineering, and automated model selection to evaluate and build candidate model pipelines. The software categorizes and detects features automatically based on data type like numerical or categorical. Developers and data scientists can create an automated AI experiment from sample data to deploy and develop an application, or use their data to build a model.

IBM Watson Machine Learning software enables users to deploy and train multiple versions of models. Users can use this software to track their different model versions and critical events for their models. The IBM Watson Machine Learning software allows users to use multi-cloud offerings to extend their model operations, and it enables users to integrate with continuous deployment and integration. Additionally, users can use model lineage to track events particular to Watson Machine Learning models.

IBM Watson Machine Learning software enables users to build analytical models and neural networks with their data. Users can deploy these models for use in different applications. This software offers users a complete range of tools for them to develop, train, and implement machine learning models. With the IBM Watson Machine Learning software, users have full control to create models that match their needs.

Users can use this software to preprocess their data for model candidate pipeline generation automatically. The IBM Watson Machine Learning software gives users a graphical view of their model while they are building it. Also, this scalable and open-source platform has Docker and Kubernetes components. 

IBM Watson Machine Learning software enables users to analyze and visualize their data seamlessly. This software integrates with other platforms like Jupyter notebooks for writing code for data analysis and RStudio for application development. Users can use dashboards to visualize their data easily without coding. Plus, the IBM Watson Machine Learning software offers users different preinstalled libraries and packages like Decision Optimization APIs, Spark libraries, SPSS predictive analytics algorithms, and visualization libraries.

IBM Watson Machine Learning software allows users to create neural network design flows using the neural network modeler. With the flow editor on this software, users can develop a deep learning flow to design and run experiments. This software's capability enables users to prepare data, train a model, transform data, and export it to storage or a database table. Besides, the IBM Watson Machine Learning software offers users numerous resources and examples to help them during their development stages.

IBM Watson Machine Learning software offers users a single-node server with scalable computational resources. This software provides services, including the SPSS modeler, deployment, and repository, and users can use the standard data science tools seamlessly with the IBM Watson Machine Learning software. Also, this software allows users to retrain their models for model quality maintenance automatically.

Recap

IBM Watson Machine Learning software is open-source software that allows users to develop, deploy, and train machine learning models. Users can run their models anywhere and across any cloud seamlessly. Data scientists and developers can accelerate machine learning and AI deployment quickly with this software's extensible model operation.