IBM Watson Studio Integrations

An end-to-end open source machine learning platform. TensorFlow is an end-to-end open source platform for machine learning. It has a comprehensive, flexible ecosystem of tools, libraries and community resources that lets researchers push the state-of-the-art in ML and developers easily build and deploy ML powered applications. Build and train ML models easily using intuitive high-level APIs like Keras with eager execution, which makes for immediate model iteration and easy debugging. Easily train and deploy models in the cloud, on-prem, in the browser, or on-device no matter what language you use. A simple and flexible architecture to take new ideas from concept to code, to state-of-the-art models, and to publication faster. Build, deploy, and experiment easily with TensorFlow.

IBM Cloud® capabilities enable business agility and resiliency. Explore the platform that gives you 2.5x value. Designed for industry, security and the freedom to build and run anywhere. Business workflow transformation with automation and AI. Strong technology partner ecosystem that delivers value for industry needs. Industry and business domain expertise and solutions. Automated and auditable processes. Unique capabilities for the highest levels of cloud security and monitoring. Consistent security and controls posture across all applications. Containerized capabilities for DevOps, automation, data and security. Ease of integration and a consistent application development lifecycle. Advanced technologies including IBM Watson®, analytics, IoT, and edge.

The Jupyter Notebook is an open-source web application that allows you to create and share documents that contain live code, equations, visualizations and narrative text. Uses include: data cleaning and transformation, numerical simulation, statistical modeling, data visualization, machine learning, and much more.

IBM watsonx Assistant (Formerly Watson Assistant) is a market-leading enterprise conversational AI platform that allows you to build intelligent virtual and voice assistants that can provide customers with fast, consistent and accurate answers across any messaging platform, application, device or channel. Using artificial intelligence and large language models, watsonx Assistant learns from customer conversations, improving its ability to resolve issues the first time while removing the frustration of long wait times, tedious searches and unhelpful chatbots. Most chatbots try to mimic human interactions, frustrating customers when a misunderstanding arises. IBM watsonx Assistant is more than a chatbot. It knows when to search for an answer from a knowledge base, when to ask for clarity and when to direct users to a human agent for more assistance. And since it can be deployed in any cloud or on-premises environment – smarter AI is finally available wherever you need it.

IBM Aspera takes a different approach to tackling the challenges of big data movement over global WANs. Rather than optimize or accelerate data transfer, eliminates underlying bottlenecks by using its proprietary fasp technology that utilizes available network bandwidth to maximize speed and quickly scale up with no theoretical limit. Using fasp, transfers are secure end-to-end and are largely unaffected by file size, transfer distance, or network conditions, making transfer times up to 100Xs faster than TCP-based protocols. Aspera offers SaaS, on-prem, and hybrid solutions to meet the needs of modernizing infrastructures. All solutions offer robust security and compliance, intuitive file sharing, workflow automation, central administration, and real-time visibility. Quickly and easily initiate transfers across hybrid infrastructures, including support for cloud-to-cloud transfers. IBM Aspera offers unmatched transfer speeds, end-to-end security, reliability, and bandwidth control.

Learn how to operationalize AI in your business. Watson helps you predict and shape future outcomes, automate complex processes, and optimize your employees’ time. Infuse Watson into your workflows to predict and shape future outcomes, automate complex processes, and optimize your employees’ time. Infuse Watson into your apps and workflows to tap into organizational data and put AI to work across multiple departments – from finance, to customer care, to supply chain. With Watson, you can create better, more personalized experiences for customers, scale the expertise of your best people across the organization, and make smarter decisions based on deep insights from data. Watson products and solutions are grounded in science, human-centered design, and inclusivity. An open, faster, more secure way to move more workloads to cloud and AI.

Language Translator translates text from one language to another. Take news from across the globe and present it in your language. Communicate with your customers in their own language, and more. Translate text from one language to another. The service offers multiple domain-specific models. Customize the translations based on your unique terminology and language. Three types of customization are supported: forced glossary, parallel phrases and corpus-level customization. Unlike other translation services, IBM protects your privacy, you own your data.The IBM Watson Language Translator Service enables application developers to process translations using multiple, domain-specific translation models. Plus, for text with unique terminology and language, the service empowers users with three levels of customization. Expand to new markets by instantly translating your documents, apps, and webpages. Create multilingual chatbots to communicate with your customers on their terms.

IBM® Watson™ Recruitment is a cognitive talent management solution that increases recruiter efficiency to allow HR to improve and accelerate people’s impact on the business. It automatically predicts, without bias, the best suited candidates who are most likely to succeed in an organization. Automatically recommends the most qualified candidates with maximum predicted level of success, leading to more productive employees that will thrive in the organization. Focus efforts with confidence: improving efficiency and engagement so that high priority requisitions are immediately surfaced and acted upon. Social listening provides an advanced warning system of employee sentiment and data to drive better conversations with candidates. Ensure that your urgent requisitions are immediately given high priority and acted upon. Compare candidate data with organizational job data for better quality, unbiased, hiring decisions. Recommend which candidates are most likely to succeed.

Find specific answers and trends from documents and websites using search powered by AI. Watson Discovery is AI-powered search and text-analytics that uses innovative, market-leading natural language processing to understand your industry’s unique language. It finds answers in your content fast and uncovers meaningful business insights from your documents, webpages and big data, cutting research time by more than 75%. Semantic search is much more than keyword search. Unlike traditional search engines, when you ask a question, Watson Discovery adds context to the answer. It quickly combs through content in your connected data sources, pinpoints the most relevant passage and provides the source documents or webpage. A next-level search experience with natural language processing that makes all necessary information easily accessible. Use machine learning to visually label text, tables and images, while surfacing the most relevant results.

IBM Cloudant® is a distributed database that is optimized for handling heavy workloads that are typical of large, fast-growing web and mobile apps. Available as an SLA-backed, fully managed IBM Cloud™ service, Cloudant elastically scales throughput and storage independently. Instantly deploy an instance, create databases and independently scale throughput capacity and data storage to meet your application requirements. Encrypt all data, with optional user-defined encryption key management through IBM Key Protect, and integrate with IBM Identity and Access Management. Get continuous availability as Cloudant distributes data across availability zones and 6 regions for app performance and disaster recovery requirements. Get continuous availability as Cloudant distributes data across availability zones and 6 regions for app performance and disaster recovery requirements.

IBM Db2 is a family of data management products, including the Db2 relational database. The products feature AI-powered capabilities to help you modernize the management of both structured and unstructured data across on-premises and multicloud environments. By helping to make your data simple and accessible, the Db2 family positions your business to pursue the value of AI. Most of the Db2 family is available on the IBM Cloud Pak® for Data platform, either as an add-on or an included data source service, making virtually all of your data available across hybrid or multicloud environments to fuel your AI applications. Easily converge your transactional data stores and rapidly derive insights through universal, intelligent querying of data across disparate sources. Cut costs with the multimodel capability that eliminates the need for data replication and migration. Enhance agility by running Db2 on any cloud vendor.

IBM Informix® is a fast and flexible database with the ability to seamlessly integrate SQL, NoSQL/JSON, and time series and spatial data. Its versatility and ease of use make Informix a preferred solution for a wide range of environments, from enterprise data warehouses to individual application development. Also, with its small footprint and self-managing capabilities, Informix is well suited for embedded data-management solutions. IoT data demands robust processing and integration capabilities. Informix offers a hybrid database system with minimal administrative requirements and memory footprint combined with powerful functionality. Key features make Informix ideal for multi-tiered architectures that require processing at the device level, at gateway layers and in the cloud. Native encryption to protect data at rest and in motion. Support for flexible schema, multiple APIs and configurations.

Enterprise content management (ECM) solutions enable an organization to take full advantage of the customer information and company knowledge embedded in its content. ECM solutions capture, store, activate, analyze and automate business content, providing new value from data that was previously unstructured and unavailable. When effectively managed across the organization, content can be used to engage customers, automate business processes and enhance collaboration. Content is the currency that fuels and funds digital transformation. Content possesses information about customers — their behaviors, sentiments and value to the organization — but only if you can harness it. Collectively, content buried in repositories, file shares and cloud folders across the enterprise represents the knowledge of the organization.

IBM DRaaS reliably helps recover critical IT business processes and data to support business resiliency. It also provides comprehensive disaster recovery services, including health monitoring as well as continuous replication of applications, infrastructure, data and cloud systems. Offers a reliable disaster recovery orchestration with automation and quick provisioning in a software-defined recovery environment that helps reduce errors, risks, and resources for testing and documentation. Provides optimized resiliency and a risk-based approach to protecting critical IT services. Cloud testing and DR process validation offers insight and scenarios to help your organization bolster resiliency and recovery time. Quickly setup and implement DRaaS on IBM Cloud in under an hour without causing disruption. DRaaS lays out a data-drive service environment for performing DR tests, and for testing patches and upgrades.

Discover how to start your AIOps journey and transform your IT operations with IBM Cloud Pak for Watson AIOps. IBM Cloud Pak® for Watson AIOps is an AIOps platform that deploys advanced, explainable AI across the ITOps toolchain so you can confidently assess, diagnose and resolve incidents across mission-critical workloads. If you’re looking for IBM Netcool® Operations Insight or any previous IBM IT management offerings, IBM Cloud Pak for Watson AIOps is the evolution of your current entitlement. Correlate across all relevant data sources. Detect hidden anomalies, anticipate issues and resolve faster. Proactively avoid risks and automate runbooks for more efficient workflows. Correlate a vast amount of unstructured and structured data in real-time with AIOps tools. Keep teams focused, surfacing insights and recommendations into existing workflows. Build policy at the microservice level and automate across application components.

Accelerate AI innovation with cloud-native data integration on IBM Cloud Pak for data. AI-powered data integration, anywhere. Your AI and analytics are only as good as the data that fuels them. With a modern container-based architecture, IBM® DataStage® for IBM Cloud Pak® for Data delivers that high-quality data. It combines industry-leading data integration with DataOps, governance and analytics on a single data and AI platform. Automation accelerates administrative tasks to help reduce TCO. AI-based design accelerators and out-of-the-box integration with DataOps and data science services speed AI innovation. Parallelism and multicloud integration let you deliver trusted data at scale across hybrid or multicloud environments. Manage the data and analytics lifecycle on the IBM Cloud Pak for Data platform. Services include data science, event messaging, data virtualization and data warehousing. Parallel engine and automated load balancing.