Horovod vs. Ray Comparison Chart

Build, deploy, and scale machine learning (ML) models faster, with fully managed ML tools for any use case. Through Vertex AI Workbench, Vertex AI is natively integrated with BigQuery, Dataproc, and Spark. You can use BigQuery ML to create and execute machine learning models in BigQuery using standard SQL queries on existing business intelligence tools and spreadsheets, or you can export datasets from BigQuery directly into Vertex AI Workbench and run your models from there. Use Vertex Data Labeling to generate highly accurate labels for your data collection. Vertex AI Agent Builder enables developers to create and deploy enterprise-grade generative AI applications. It offers both no-code and code-first approaches, allowing users to build AI agents using natural language instructions or by leveraging frameworks like LangChain and LlamaIndex.

RunPod offers a cloud-based platform designed for running AI workloads, focusing on providing scalable, on-demand GPU resources to accelerate machine learning (ML) model training and inference. With its diverse selection of powerful GPUs like the NVIDIA A100, RTX 3090, and H100, RunPod supports a wide range of AI applications, from deep learning to data processing. The platform is designed to minimize startup time, providing near-instant access to GPU pods, and ensures scalability with autoscaling capabilities for real-time AI model deployment. RunPod also offers serverless functionality, job queuing, and real-time analytics, making it an ideal solution for businesses needing flexible, cost-effective GPU resources without the hassle of managing infrastructure.

Fraudnet's AI-driven platform empowers enterprises to prevent threats, streamline compliance, and manage risk in real-time. Our sophisticated machine learning models continuously learn from billions of transactions to identify anomalies and predict fraud attacks. Our unified solutions: comprehensive screening for smoother onboarding & improved compliance, continuous monitoring to proactively identify new threats, & precision fraud detection across channels and payment types. With dozens of data integrations and advanced analytics, you'll dramatically reduce false positives while gaining unmatched visibility. And, with no-code/low-code integration, our solution scales effortlessly as you grow. The results speak volumes: Leading payments companies, financial institutions, innovative fintechs, and commerce brands trust us worldwide—and they're seeing dramatic results: 80% reduction in fraud losses and 97% fewer false positives. Request your demo today and discover Fraudnet.

Qloo is the “Cultural AI”, decoding and predicting consumer taste across the globe. A privacy-first API that predicts global consumer preferences and catalogs hundreds of millions of cultural entities. Through our API, we provide contextualized personalization and insights based on a deep understanding of consumer behavior and more than 575 million people, places, and things. Our technology empowers you to look beyond trends and uncover the connections behind people’s tastes in the world around them. Look up entities in our vast library spanning categories like brands, music, film, fashion, travel destinations, and notable people. Results are delivered within milliseconds and can be weighted by factors such as regionalization and real-time popularity. Used by companies who want to incorporate best-in-class data in their consumer experiences. Our flagship recommendation API delivers results based on demographics, preferences, cultural entities, metadata, and geolocational factors.

Parallels® Remote Application Server (RAS) is a remote work solution that provides secure virtual access to business applications and desktops on any device or OS—from anywhere. The platform offers an agile, cloud-ready foundation and end-to-end security fueled by a centralized management console with granular policies. Companies can leverage on-premises, hybrid, or public cloud deployments and integrate with existing technology like Microsoft Azure and AWS. Parallels RAS aims to give organizations the flexibility, scalability, and IT agility to adapt to changing business needs. Parallels RAS offers a single, full-featured licensing model that includes 24/7 support and access to product training.

ACI Learning delivers hands-on IT and cybersecurity training built for real-world results. Our outcome-driven approach equips learners with practical skills through immersive labs, certification prep, and instruction from proven industry experts. Whether you're training a team or advancing your own career, myACI, our powerful training platform, bridges the gap between learning and doing—turning knowledge into performance. With virtual labs, expert-led video content, and gamified features like skill points and microcredentials, learners stay engaged and ready for what’s next. Team dashboards and analytics make it easy to track progress and tie training to business goals. Enterprise-ready and globally trusted, myACI also provides Marketplace access to top-tier content beyond IT and cybersecurity. Scalable and flexible, ACI Learning helps organizations future-proof their workforce, improve retention, and prove ROI with every training initiative.

Datasite Diligence® serves as the hub for conducting due diligence, offering a range of advanced data room technologies to optimize deal-making. By harnessing the power of machine-learning models trained on an extensive repository of over three million documents, you gain a competitive edge in your transactions. With Datasite Diligence, you can accelerate deal closures and approach negotiations with unwavering assurance, unburdened by the complexities of due diligence. The Datasite platform streamlines the sell-side process, automating various manual tasks involved in deal preparation. Whatever your business, industry, purpose, or role, Datasite Diligence empowers you with a host of features to conduct due diligence more efficiently and confidently. From automated content management and integrated Q&A to upgraded redaction capabilities, multi-language search, and detailed engagement tracking, the data room platform is designed to facilitate smoother and faster transactions.

Your data, your insights—no third-party ownership or black-box analytics. Kubit is the leading Customer Journey Analytics platform for enterprises, enabling self-service insights, rapid decisions, and full transparency—without engineering dependencies or vendor lock-in. Unlike traditional tools, Kubit eliminates data silos, letting teams analyze customer behavior directly from Snowflake, BigQuery, or Databricks—no ETL or forced extraction needed. With built-in funnel, path, retention, and cohort analysis, Kubit empowers product teams with fast, exploratory analytics to detect anomalies, surface trends, and drive engagement—without compromise. Enterprises like Paramount, TelevisaUnivision, and Miro trust Kubit for its agility, reliability, and customer-first approach. Learn more at kubit.ai.

Less admin. More training. Arlo is a purpose-built training management system designed for training providers. It enables you to manage course registrations, payments, websites, CRM, and reporting all through one powerful platform. Effortlessly create courses, automate communications, and manage your training schedule & presenters across face-to-face, live-online, and blended learning. Automate the entire registration workflow with customizable forms, flexible payment options and smart invoicing. Leverage waitlists, discounts, and registration rules for private and public courses. Manage client records, relationships and leads all in one place. Track course performance, build customizable reports and make informed decisions that drive growth. Drive more traffic, optimize conversions and update your website in real time. Seamlessly integrate your website or use Arlo’s modern, out of the box solution.

Get more out of your Microsoft 365 subscription and maximize the return on your investment. Provide your employees with continuously updated e-learning and expert-led training programs. Lower support costs, increase end-user adoption and improve employee satisfaction. At Storyals we do things a bit differently. We know that driving change takes time and understand that every organization has different needs. That’s why our world-class training is delivered through a combination of unique on-demand training courses and instructor-led training programs, to help you build digital skills for the modern workplace. We are truly passionate about what we do and believe no organization can afford not to make digital up skilling a priority.