Alternatives to WEKA

JS7 JobScheduler, an Open Source Workload Automation System, is designed for performance and resilience. JS7 implements state-of-the-art security standards. It offers unlimited performance for parallel executions of jobs and workflows. JS7 provides cross-platform job execution and managed file transfer. It supports complex dependencies without the need for coding. The JS7 REST-API allows automation of inventory management and job control. JS7 can operate thousands of Agents across any platform in parallel. Platforms - Cloud scheduling for Docker®, OpenShift®, Kubernetes® etc. - True multi-platform scheduling on premises, for Windows®, Linux®, AIX®, Solaris®, macOS® etc. - Hybrid cloud and on-premises use User Interface - Modern GUI with no-code approach for inventory management, monitoring, and control using web browsers - Near-real-time information provides immediate visibility to status changes, log outputs of jobs and workflows. - Multi-client functionality, role-based access management - OIDC authentication and LDAP integration High Availability - Redundancy & Resilience based on asynchronous design and autonomous Agents - Clustering of all JS7 Products, automatic fail-over and manual switch-over

Stonebranch’s Universal Automation Center (UAC) is a Hybrid IT automation platform, offering real-time management of tasks and processes within hybrid IT settings, encompassing both on-premises and cloud environments. As a versatile software platform, UAC streamlines and coordinates your IT and business operations, while ensuring the secure administration of file transfers and centralizing IT job scheduling and automation solutions. Powered by event-driven automation technology, UAC empowers you to achieve instantaneous automation throughout your entire hybrid IT landscape. Enjoy real-time hybrid IT automation for diverse environments, including cloud, mainframe, distributed, and hybrid setups. Experience the convenience of Managed File Transfers (MFT) automation, effortlessly managing and orchestrating file transfers between mainframes and systems, seamlessly connecting with AWS or Azure cloud services.

RunMyJobs by Redwood is the most awarded SAP-certified SaaS workload automation platform allowing enterprises to achieve end-to-end IT process automation and unify complex across any application, system or environment without limits and with high availability as you scale. We're the #1 job scheduling choice for SAP customers with seamless integration to S/4HANA, BTP, RISE, ECC and more while maintaining a clean core. Empower teams with seamless integration with any present and future tech stack, a low-code editor and a rich library of templates. Monitor processes in real-time with predictive SLA management and get proactive notifications via email or SMS on performance issues or delays in all your processes. Redwood team provides 24/7/365 day global support with the industry’s strongest SLAs and 15-minute response times and a proven approach to migration that secures continuous operations, including team training, on-demand learning and more.

ActiveBatch by Redwood is a centralized workload automation platform, that seamlessly connects and automates processes across critical systems like Informatica, SAP, Oracle, Microsoft and more. Use ActiveBatch's low-code Super REST API adapter, intuitive drag-and-drop workflow designer, over 100 pre-built job steps and connectors, available for on-premises, cloud or hybrid environments. Effortlessly manage your processes and maintain visibility with real-time monitoring and customizable alerts via emails or SMS to ensure SLAs are achieved. Experience unparalleled scalability with Managed Smart Queues, optimizing resources for high-volume workloads and reducing end-to-end process times. ActiveBatch holds ISO 27001 and SOC 2, Type II certifications, encrypted connections, and undergoes regular third-party tests. Benefit from continuous updates and unwavering support from our dedicated Customer Success team, providing 24x7 assistance and on-demand training to ensure your success.

Amazon CloudWatch is a monitoring service that provides observability and data for developers, DevOps engineers, site reliability engineers (SREs), IT managers, and other users. CloudWatch gives you data and actionable insights that will help you monitor your applications, respond quickly to system-wide performance changes and optimize resource utilization. It also provides a unified view on operational health. CloudWatch gathers operational and monitoring data in the form logs, metrics and events. This gives you a single view of AWS resources, applications and services that are hosted on AWS and on-premises. CloudWatch can be used to detect anomalous behavior, set alarms, visualize logs side-by, take automated actions, troubleshoot problems, and uncover insights to help you keep your applications running smoothly.

A powerful iPaaS platform for integration and business process automation. Linx is a powerful integration platform (iPaaS) that enables organizations to connect all their data sources, systems, and applications. The platform is known for its programming-like flexibility and the resulting ability to handle complex integrations at scale. It is a popular choice for growing businesses looking to embrace a unified integration strategy.

Self-service platform for developers to create apps, databases and jobs. Scale up from one workload to hundreds of workloads on compute or GPUs. GitOps, self-service workflows and templates, pipelines and templates that are highly configurable, will accelerate every step, from push to production. With observability tools, backups and restores, rollbacks, and a rollback feature, you can deploy preview, staging and production environments securely. Northflank integrates seamlessly with your preferred tools and can accommodate any technology stack. You can deploy on Northflank’s secure infrastructure, or on your own account. Either way, you will get the same developer experience and have total control over your data, deployment regions, security and cloud expenses. Northflank uses Kubernetes to deliver the best of cloud native without the overhead. Northflank offers a cloud deployment option for maximum simplicity. You can also connect your GKE or EKS to Northflank to get a managed platform in minutes.

Enterprises must automate a diverse and complex landscape of platforms, applications, and technologies in order to provide services in a digitally competitive business environment. Service Orchestration and Automation platforms are vital to scale your IT operations, and gain greater value from automation. Complex workflows must be managed across platforms, ERP systems, business applications from mainframe to microservices, multi-cloud, and other platforms. You must streamline your big data pipelines to enable self-services by data scientists and strong governance over data flows. You are required to provide compute, network, and storage resources on-prem as well as in the cloud for development or business users. Automic Automation provides the speed, reliability, and agility required to automate your digital business. Automic centrally offers the automation and orchestration capabilities required to accelerate your digital transformation from a single platform.

Azure high-performance computing (HPC). Power breakthrough innovations, solve complicated problems, and optimize compute-intensive workloads. A full stack solution designed for HPC allows you to run and build your most demanding workloads on the cloud. Azure Virtual Machines deliver supercomputing, interoperability and near-infinite scaling for compute-intensive workloads. Azure AI and analytics are industry-leading services that empower decision-making and deliver the next-generation AI. Multilayered, built-in privacy and security features help you secure your data and applications while ensuring compliance.

Optimized to support multicloud environments, this product provides extensive workload support and operational resiliency. To maximize your resilience, ensure data integrity, monitor and recover at scale. Resilience. Migration. Snapshot orchestration. Disaster recovery. Unified, end to end deduplication All you need is one solution. The best solution for moving VMs to the cloud. Protect VMware, Microsoft Hyper-V and Nutanix AHV Red Hat Virtualization AzureStack and OpenStack with automated protection. Flexible recovery allows for instant access to VM data and immediate access to it. Disaster recovery at scale with low RPO and RTO. Protect your data with 60+ public storage targets, an automated, SLA driven resiliency platform and a supported integration with NetBackup. Scale-out protection for large-scale workloads that have hundreds of data nodes. Use NetBackup Parallel streaming, a modern, agentless parallel streaming architecture.

Cloud-based enterprise automation and orchestration. Built with market-leading technology. It is available when you need and where you need.

A platform designed to efficiently automate all your enterprise processes across diverse environments. HCL Workload Automation is a comprehensive automation platform that helps modern enterprises accelerate their digital transformation. It orchestrates tasks across various environments, from traditional systems to the cloud and Kubernetes, ensuring business agility and resilience. Here's what makes HCL Workload Automation stand out: Simplified Automation: Streamlined modeling and contextual help make it easy to automate IT and business processes. AI-Powered Insights: Analyze workload data and gain observability to improve operational efficiency. Unified Orchestration: Acts as a central platform to manage all automation tasks, including containerized workloads. Intuitive Interface: Easy-to-use interface for managing and monitoring automation workflows. Cost-Effective: Offers the lowest total cost of ownership (TCO) in the market, with potential savings of up to 40% compared to competitors. With HCL Workload Automation, organizations can achieve continuous automation, improve business agility, and reduce operational costs.

One software solution can optimize resources across your data centers and cloud, resulting in a better application performance. Full-stack transparency lets you see how app and infrastructure dependencies impact workload performance. AI-assisted resource recommendations and analytics will help you to proactively address issues, before they negatively impact your business. Reduce costs, automate workloads, and optimize application resources in IT. You can do all of this from one place with our hybrid cloud decision engine. You can have resource recommendations automatically carried out when you want. Combine real-time awareness of user experience and business outcomes with infrastructure automation by partnering with Cisco AppDynamics. Integrate with third-party APM software such as Dynatrace or New Relic to gain more insights. Optimize workloads and applications running on AWS.

Leapwork is the world's most accessible platform for automation. Leapwork is a visual, no code approach that makes it easy for IT and business users to automate repetitive tasks. This allows enterprises to adopt automation faster and scale it up more quickly. More than 400 global companies use Leapwork across all industries, including banks, insurance companies, life science, government, and aerospace. NASA, PayPal and Daimler are just a few of the clients. The company has offices in Europe, America, and Asia. It is headquartered in Copenhagen.

Automated workload automation for centralized Linux job scheduling. Your IT team will be able to automate all of your workflows on Windows, UNIX and Linux systems using a job scheduler. This will allow them to focus more on strategic projects that have a direct impact on the bottom line. You can use Windows Task Scheduler or cron to create isolated job schedules across your entire organization. Integrating your job scheduler with other key software applications makes it easier to see the whole picture, use data across the organization, unify job schedules, and leverage data. You can achieve your automation goals by being more efficient. Automated job scheduling simplifies your life and transforms how you do business. You can create dynamic, event-driven job plans across servers and take dependencies into consideration. This will help you achieve your business goals through better workflows. Automate Schedule provides high availability for both a master and standby server, so important tasks can continue even if there is an outage.

Manage, provision and scale compute infrastructure in any cloud. You can save up to 80% on your expenses while still maintaining high-availability and SLA. Elastigroup cluster software is designed to optimize performance as well as costs. It allows companies of all sizes and industries to use Cloud Excess Capacity to efficiently and effectively accelerate workloads and reduce infrastructure costs by up to 90%. Elastigroup uses proprietary price prediction technology in order to deploy onto Spot Instances reliably. Elastigroup can offensively rebalance clusters by predicting interruptions or fluctuations. Elastigroup can reliably leverage excess capacity across all major cloud providers, including EC2 Spot Instances(AWS), Low-priority VMss (Microsoft Azure), and Preemptible VMss (Google Cloud). This reduces risk and complexity and allows for simple orchestration and management at scale.

IBM® Storage Intelligences gives you unprecedented visibility into your storage environment. This allows you to manage complex storage infrastructures and make cost-savings decisions. It combines IBM's data management expertise with IBM Research's proprietary analytics. It is cloud-based and allows you to deploy quickly, save storage administration time, and optimize your storage. It automates support processes to speed up resolution. You can choose the edition that best suits your needs. With increased visibility into data growth rates, available capacity, and other information, you can eliminate the guesswork from capacity planning. You can delay future purchases by identifying and reclaiming any storage that is not being used. You can quickly identify the source of performance issues to prevent future service disruptions.

Oracle Roving Edge Infrastructure speeds up the deployment of cloud workloads beyond the data center. Rugged Oracle Roving Edge Devices, also known as Oracle REDs, deliver cloud computing and storage services in remote locations. This allows for faster processing and better insight into the data. Existing Oracle Cloud Infrastructure virtual machines (VMs), and object storage can all be synchronized to Oracle Roving edge devices using the same portal, tenancy tooling, and tenancy tooling that we use for our public regions. OCI services can be deployed by both the public and private sector outside of Oracle Cloud Regions or Dedicated Region Cloud@Customer. Field operations teams can achieve very low latency for delay sensitive cloud applications locally, rather than relying on remote services over multiple network hops. Even if they are completely disconnected, small, portable server nodes can bring Oracle Cloud Infrastructure capabilities to remote locations.

Cisco Secure Workload (formerly Tetration) provides the security you need to protect today's heterogeneous multicloud environment. Protect your workloads from any cloud, application, or workload--anywhere. Automate and implement a zero-trust secure micro-segmentation model based on application behavior. To minimize the impact on your business, you should actively detect and correct indicators of compromise. Automate micro-segmentation with customized recommendations based upon your environment and applications. Automatic detection and enforcement of compliance allows for granular visibility and control of application components. Monitor the security status of all applications in your environment. Use the NIST vulnerability data feed to make informed decisions.

IBM® Workload Automation provides a solution to batch and real-time hybrid workload administration. It is available for distributed, mainframe, or cloud computing. An analytics-driven solution can help you streamline your workload management.

IT is essential for a successful business. It is vital for the seamless, responsive fulfillment of customer requirements. However, greater responsibilities mean greater challenges. - Growing complexity Complex business processes often interconnect applications across heterogeneous platforms and hybrid clouds. - Exploding demand. Inability to scale reduces agility and hinders innovation, which in turn can lead to business growth. - Mounting risk. Even the smallest technology failure or service disruption can have a huge impact on your business. Dollar Universe Workload Automation optimizes IT workloads for today's heterogeneous, high volume environments. Dollar Universe Workload Automation's peer-to-peer architecture makes it easy and simple to deploy software. It also reduces the risk of a single catastrophic failure.

Bluesky's patent-pending technology analyzes Snowflake usage to give an accurate breakdown of individual query costs. You can see how much each user and team spends. Bluesky groups queries with similar structure using our deep knowledge of real-world workloads. Find the most costly workload slices quickly and prioritize your optimization efforts. Receive proactive alerts about anomalies and exceptions that really matter. You can take action quickly and without getting lost in the noise. Bluesky offers tuning recommendations that are prioritized based on the impact on your environment. Bluesky's projections of cost savings and query performance improvements are determined by how you actually use data. They don't assume that there is a hypothetical environment. Block low-value, but costly queries such as data pipelines that keep failing. You can create configurable blocking rules to keep you innovating while not spending too much. With a full audit trail, you can experiment, tune, debug, and even test your ideas with confidence!

This hosted platform is ideal for developers who are rapidly growing and want to automate deployment, life-cycle management, monitoring and maintenance of applications to reduce costs of replicating them in DEV/TEST environments. Modern solutions are required for websites such as PayPal Casino Canada, which automate thousands of transactions per day. A dedicated PayPal finance team monitors withdrawals and deposits stored in cloud applications. This improves efficiency and time management. Integrations with public and private cloud platforms are available to automate provisioning and scaling of virtual infrastructure for Docker-based applications. Summary of the performance of clusters hosts and running containers with support for alerts & self-healing.

ProActive Parallel Suite, a member of the OW2 Open Source Community for acceleration and orchestration, seamlessly integrated with the management and operation of high-performance Clouds (Private, Public with bursting capabilities). ProActive Parallel Suite platforms offer high-performance workflows and application parallelization, enterprise Scheduling & Orchestration, and dynamic management of private Heterogeneous Grids & Clouds. Our users can now simultaneously manage their Enterprise Cloud and accelerate and orchestrate all of their enterprise applications with the ProActive platform.

Rclone allows you to access files on cloud storage from a command-line interface. It's a more feature-rich alternative for cloud vendor's web storage interfaces. More than 40 cloud storage products support Rclone, including S3 object storage, business and consumer file storage services, and standard transfer protocols. Rclone offers powerful cloud equivalents of the Unix commands rsync. cp. mv. mount. ls. ncdu. tree. rm. and cat. Rclone's familiar syntax supports shell pipeline support and provides --dry-run protection. It can be used in scripts, on the command line, and via its API. Rclone is a data manager that takes care of your data. It keeps timestamps and verifies checkssums at all time. Transfers with limited bandwidth or intermittent connections can be restarted from the last file transferred. You can verify the integrity of your files. rclone uses server-side transfers whenever possible to minimize local bandwidth usage and transfer from one provider to the next without using the local disk.

You can build, run, and manage AI models and optimize decisions across any cloud. IBM Watson Studio allows you to deploy AI anywhere with IBM Cloud Pak®, the IBM data and AI platform. Open, flexible, multicloud architecture allows you to unite teams, simplify the AI lifecycle management, and accelerate time-to-value. ModelOps pipelines automate the AI lifecycle. AutoAI accelerates data science development. AutoAI allows you to create and programmatically build models. One-click integration allows you to deploy and run models. Promoting AI governance through fair and explicable AI. Optimizing decisions can improve business results. Open source frameworks such as PyTorch and TensorFlow can be used, as well as scikit-learn. You can combine the development tools, including popular IDEs and Jupyter notebooks. JupterLab and CLIs. This includes languages like Python, R, and Scala. IBM Watson Studio automates the management of the AI lifecycle to help you build and scale AI with trust.

Active Backup Suite Active backup centralizes backup tasks VMware, Hyper-V and Windows endpoints. Microsoft 365, G Suite to Synology NAS and Microsoft 365 are all available from one console. You can keep running services, virtual machines, and files available with fast and reliable recovery. Integrated backup solution. Synology NAS and Active Backup complement each other seamlessly by offering an integrated backup and recovery appliance. This turnkey solution centralizes data administration and streamlines acquisition, deployment, and technical support. Modern backup and recovery. As IT environments change, so should your data protection. Active Backup can be used to save businesses time, effort, costs, and protect what is important to the business. Centralized management. All backup tasks can be managed, deployed, and monitored from one console. You can take immediate action using scheduled reports and notifications.

Optimize performance across your virtual infrastructure and databases. Foglight®, a performance monitoring tool that identifies and fixes performance issues in your cloud, virtual, and physical environments, allows you to go beyond basic performance monitoring. Foglight products can be integrated with your existing tools so that you can easily monitor and analyze data from any source and view it through one interface. Our fully customizable dashboards allow you to focus on the most important things in your organization and view data in ways that make sense for your business. This will give you the database visibility you require while increasing productivity. Foglight allows you to detect, monitor, manage, and resolve performance issues before they affect your business.

Organize your disks to maximize storage media's capacity and performance. You can transfer systems quickly using both physical and virtual appliances. Professional-grade backup is recommended to protect data, applications, and systems. Boot fix and fail-safe system restoration are essential to ensure that you stay on top of your systems. Advanced users can create more complex scenarios using the tools provided. You can create detailed reports, define a backup strategy, migrate data and system, and perform secure disk wipes. Optimize storage usage with next-generation partitioning functionality Is your internal drive running out of disk space? This is often the case when multiple partitions are needed to store different data types and systems. Hard Disk Manager allows you to resize partitions instantly to maximize storage capacity. You can also undelete or merge partitions, edit or view sectors in the builtin hex editor, and convert partitions to primary and logical.

IBM Storage for Red Hat OpenShift combines traditional and container storage to make it easier to deploy enterprise-class scale out microservices architectures. Valid for Red Hat OpenShift Kubernetes, IBM Cloud Pak and Red Hat OpenShift. For an integrated experience, it simplifies deployment and management. Red Hat OpenShift environments provide enterprise data protection, automated scheduling, data reuse support, and enterprise data protection. You can block, file, and object data resources. You can quickly deploy what you need, when you need it. IBM Storage for Red Hat OpenShift offers the infrastructure foundation and storage orchestration required to build a robust, agile hybrid cloud environment. IBM supports CSI in its block and file storage families to increase container utilization in Kubernetes environments.

Bocada provides a single dashboard that allows for automated backup operations oversight, asset preservation, and compliance reporting. Backup Monitoring: Monitor past and current backup performance trends using built-in, configurable reports. Pre-configured report templates can be saved, scheduled to run at the time you prefer, and then automatically distributed to key stakeholders. Compliance Oversight: Create backup audits for any period, geography or server group in minutes. To show auditors that your data protection metrics are met, you can use a completely independent solution. Asset Protection: Protect valuable resources in your IT environment by automating unprotected asset detection, failure alerting and unusual backup behavior detection. Keep your eyes open for issues that could impact data integrity. Workflow Automation: Automate your remediation workflows by eliminating manual touch points and using automated failure ticketing.

StoneFly provides high-performing, elastic, and always available IT infrastructure solutions. StoneFusion, StoneFly's intelligent and patented operating system architecture, allows us to support data dependent processes and applications seamlessly from anywhere. You can configure backup, replication, disaster relief, scale out block and file storage in private and/or public clouds. Support virtual, container hosting and more. StoneFly also offers Cloud data migration for email, documents, SharePoint, and physical storage. Total backup and disaster recovery solutions in one appliance or cloud. Hyperconverged options allow physical devices to be restored as virtual machines on the StoneFly disaster restoration appliance for instant recovery.

Unutilized data is the biggest obstacle to scaling AI-powered decision making. IBM Cloud Pak®, for Data is a unified platform that provides a data fabric to connect, access and move siloed data across multiple clouds or on premises. Automate policy enforcement and discovery to simplify access to data. A modern cloud data warehouse integrates to accelerate insights. All data can be protected with privacy and usage policy enforcement. To gain faster insights, use a modern, high-performance cloud storage data warehouse. Data scientists, analysts, and developers can use a single platform to create, deploy, and manage trusted AI models in any cloud.

Rocket®, Servergraph allows you to see what's going on in your storage environment if it includes IBM(r] Spectrum Protect®, formerly IBM Tivoli Systems Manager®, and multi-vendor storage products. You can be sure that your critical data won't be exposed to unexpected capacity changes by providing support for storage devices and vendors, as well as cloud options. Application availability and performance can be affected if there isn't enough capacity. Servergraph ensures that storage devices are not the root cause for performance problems. It continuously monitors and forecasts storage use across more than 30 data protection environments and storage devices. This includes VTLs, schedulers tape, disks, and tape. A central console provides comprehensive, end to end reporting of storage metrics by business unit or geography, as well as other key categories.

IBM Spectrum LSF Suites are a workload manager and job scheduler designed for distributed high-performance computation (HPC). Terraform-based automated provisioning and configuration of resources for an IBM Spectrum LSF cluster on IBM Cloud are available. Our integrated solution for mission critical HPC environments increases user productivity and hardware usage while reducing management costs. The heterogeneous architecture is highly scalable and supports high-throughput workloads and traditional high-performance computing. It is also suitable for containerized, big data, GPU machine-learning, and cognitive workloads. IBM Spectrum LSF Suites' dynamic HPC cloud support allows organizations to intelligently utilize cloud resources based upon workload demand. It supports all major cloud providers. Use advanced workload management with policy-driven schedules, including GPU scheduling and a dynamic hybrid cloud to add capacity as needed.

CA Workload Automation CA 7 is a fully integrated, scalable workload automation solution that allows for the creation and execution of workloads across an enterprise. CA WA CA 7 gives you the ability to centralize or distribute job submissions according to business relevance. This allows your team to efficiently manage cross-platform and ERP applications performance and availability. Increase availability of essential business services. Organizations must be able to manage large volumes of complex and business-critical workloads across multiple platforms and applications. A single failure in such complex environments can have a major impact on the organization's ability to deliver goods or services. Respond to business events in real time. Real-time information processing is essential in today's fast-paced business world. IT must change the way it manages jobs and processes to compete and move towards real-time automation.

Businesses must improve their IT cost, agility, efficiency, and risk management. Hitachi Unified Compute Platform Advisor, (UCP Advisor), management and orchestration software allows IT to move workloads and applications between data centers, UCP solutions and solutions. It reduces risk and allows for rapid delivery of new services.

Organizations must be able to manage large volumes of business-critical workloads across multiple platforms and applications. There are many business challenges that you must address in such complex environments. Access to critical business services. One single failure in a workload can have a major impact on the organization's ability to deliver services. Respond to business events in real-time. Real-time automation is essential in today's business world. Improve IT efficiency. While reducing IT costs is a critical requirement for organizations, IT can also be expected to improve service delivery. AutoSys Workload Automation improves visibility and control over complex workloads across platforms and ERP systems. It reduces the complexity and cost of managing mission-critical business processes and ensures consistent and reliable service delivery.

Software that automates forms and processes. This software has been proven in practice. It's easy to use, faster Time-to Value, and process acceleration. TAP's drag and drop UI makes it easy to create and publish workflows and digitized forms in hours or days. They are also much faster than traditional processes and take only a fraction of time. You can encourage more efficient and faster teamwork across departments and with outside resources. Automated notifications, esignatures, role-based access and e-signatures ensure timely contributions. Managers have access to every workflow to monitor and adjust performance. Users share centrally stored common assets. All workflows and documents are automatically archived to ensure security and review. To reduce risks, best practices and compliance can be integrated into every workflow. Automating repetitive tasks reduces human error and costs while delivering quick Time-to-Value (T/V) and ROI.

JCL Check Workload Automation reduces production cycle delays. It validates job control language (JCL) accuracy and helps to identify execution-time errors such as security violations or missing data sets that can cause jobs to fail. It quickly validates JCL and detects problems. Users are also provided with advanced warnings so that corrective actions can take place before the job is completed in the production cycle. Automates enforcement of JCL standards, improving integrity and readability. Detects a wide variety of errors before production jobs or schedules are adversely affected. Ensures greater efficiency by reformatting JCL according to user-defined standards. Reduce repair time and eliminate failed starts. Automate job scheduling and management. High availability, fault-tolerant workload solution with an intuitive user interface. A highly efficient, well-tuned automation environment that includes predictive workload analytics.

Automate from Fortra is a powerful automation software that anyone can use. Automate from HelpSystems helps you to realize your potential faster, scale quickly, and do so with less effort. All your automation needs can be met with one solution. You can quickly build bots using form-based development and 600+ prebuilt automation actions. You can deploy bots at your convenience, whether they are being attended or not. There are no restrictions. Automate solves the #1 problem of scaling, unlocking full automation potential at 5x higher value than other RPA systems. Automate can automate many business processes, from data extraction and web browser tasks to integrating your most important business applications. Digital transformation is possible in many ways. For more accurate and efficient Excel processes, go beyond macros to automate Excel reports. Automate web data extraction by automating navigation, input, etc. Eliminate manual tasks, custom script writing.

The highly-scalable and resilient Tidal by Redwood platform will keep your automation project on track, no matter if you are automating ERP or orchestrating complex new opportunities such as Big Data, IoT and AI. It's all about using automation to help your enterprise achieve its mission. Tidal is a simple-to-use, easy-to deploy, scalable solution that provides an enterprise-wide, central interface for planning and controlling executions of business processes, data, middleware and infrastructure.

It is clear that data and analytics are key drivers of transformative business initiatives. Enterprises are increasingly able to access data to answer difficult questions. There is a greater demand for machine learning and data transformation tools that are easy to use, low-code, but flexible. Multiple tools can lead to inefficient data analysis, higher costs, and slower decision making. As closed-source solutions become obsolete, aging solutions with redundant features can threaten current data science projects. Knowledge Works combines decades of experience in data preparation and machine learning with one unified interface. As data sizes increase, Knowledge Works develops new open-source features and functionalities, and user profiles become more complex. It is easy to use for data scientists and business analysts.

VMware Cloud Director is a cloud service-delivery platform that's used by many of the most well-known cloud providers around the world to manage and operate successful cloud-service businesses. Cloud providers can deliver secure, efficient, elastic cloud resources to thousands upon thousands of IT teams around the globe using VMware Cloud Director. You can use VMware Cloud Director to build your cloud infrastructure. A policy-driven approach helps enterprises have isolated virtual resources and independent role-based authorization and fine-grained management." to "A policy driven approach to compute storage, networking, and security ensures that tenants have securely isolated virtual ressources, independent role based authentication, fine-grained management of their public cloud services." You can stretch data centers across sites and geographic locations; you can monitor resources from a single pane of glass that has multi-site aggregate views.

Fiddler is a pioneer in enterprise Model Performance Management. Data Science, MLOps, and LOB teams use Fiddler to monitor, explain, analyze, and improve their models and build trust into AI. The unified environment provides a common language, centralized controls, and actionable insights to operationalize ML/AI with trust. It addresses the unique challenges of building in-house stable and secure MLOps systems at scale. Unlike observability solutions, Fiddler seamlessly integrates deep XAI and analytics to help you grow into advanced capabilities over time and build a framework for responsible AI practices. Fortune 500 organizations use Fiddler across training and production models to accelerate AI time-to-value and scale and increase revenue.

Simplified quality assurance for machine learning. Snitch eliminates all noise so you can find the most relevant information to improve your models. With powerful dashboards and analysis, you can track your model's performance beyond accuracy. Identify potential problems in your data pipeline or distribution shifts and fix them before they impact your predictions. Once you've deployed, stay in production and have visibility to your models and data throughout the entire cycle. You can keep your data safe, whether it's cloud, on-prem or private cloud. Use the tools you love to integrate Snitch into your MLops process! We make it easy to get up and running quickly. Sometimes accuracy can be misleading. Before you deploy your models, make sure to assess their robustness and importance. Get actionable insights that will help you improve your models. Compare your models against historical metrics.

Privacy engineering tools delivered as APIs. In minutes, you can synthesize and transform data. Trust your users and the community. Gretel's APIs allow you to instantly create anonymized or synthetic data sets so that you can safely work with data while protecting your privacy. Access to data must be faster in order to keep up with the development pace. Gretel's data privacy tools bypass blockers, and allow for Machine Learning and AI applications to access data faster. Gretel Cloud runners makes it easy to scale up your workloads to the cloud or keep your data safe by running Gretel containers within your own environment. Developers will find it much easier to train and create synthetic data using our cloud GPUs. Scale workloads instantly with no infrastructure required. Invite colleagues to collaborate on cloud projects, and share data between teams.

Data scientists and developers can collaborate on ML projects by empowering them. Before publishing to end-users, build, load, optimize, and test models and their integrations. Data science workload can be reduced and decision-making improved by sharing and storing ML models throughout the organization. Publish updates to automatically push any changes to production models. ML-powered insights can be instantly provided within any web-based business app to increase efficiency and boost productivity. Our browser extension allows analysts and business users to seamlessly integrate models into any web application using drag-and-drop.

Dagster is the cloud-native open-source orchestrator for the whole development lifecycle, with integrated lineage and observability, a declarative programming model, and best-in-class testability. It is the platform of choice data teams responsible for the development, production, and observation of data assets. With Dagster, you can focus on running tasks, or you can identify the key assets you need to create using a declarative approach. Embrace CI/CD best practices from the get-go: build reusable components, spot data quality issues, and flag bugs early.

Your deep learning workload can be accelerated. AI model training and inference can speed up your time to value. Deep learning is becoming more popular as enterprises adopt it to gain and scale insight through speech recognition and natural language processing. Deep learning can read text, images and video at scale and generate patterns for recommendation engines. It can also model financial risk and detect anomalies. Due to the sheer number of layers and volumes of data required to train neural networks, it has been necessary to use high computational power. Businesses are finding it difficult to demonstrate results from deep learning experiments that were implemented in silos.