Compare Horovod vs. Ray

Fully managed ML tools allow you to build, deploy and scale machine-learning (ML) models quickly, for any use case. Vertex AI Workbench is natively integrated with BigQuery Dataproc and Spark. You can use BigQuery to create and execute machine-learning models in BigQuery by using standard SQL queries and spreadsheets or you can export datasets directly from BigQuery into Vertex AI Workbench to run your models there. Vertex Data Labeling can be used to create highly accurate labels for data collection. Vertex AI Agent Builder empowers developers to design and deploy advanced generative AI applications for enterprise use. It supports both no-code and code-driven development, enabling users to create AI agents through natural language prompts or by integrating with frameworks like LangChain and LlamaIndex.

RunPod provides a cloud infrastructure that enables seamless deployment and scaling of AI workloads with GPU-powered pods. By offering access to a wide array of NVIDIA GPUs, such as the A100 and H100, RunPod supports training and deploying machine learning models with minimal latency and high performance. The platform emphasizes ease of use, allowing users to spin up pods in seconds and scale them dynamically to meet demand. With features like autoscaling, real-time analytics, and serverless scaling, RunPod is an ideal solution for startups, academic institutions, and enterprises seeking a flexible, powerful, and affordable platform for AI development and inference.

Don't let fraud erode your bottom line, damage your reputation, or stall your growth. FraudNet's AI-driven platform empowers enterprises to stay ahead of threats, streamline compliance, and manage risk at scale—all in real-time. While fraudsters evolve tactics, our platform detects tomorrow's threats, delivering risk assessments through insights from billions of analyzed transactions. Imagine transforming your fraud prevention with a single, robust platform: comprehensive screening for smoother onboarding and reduced risk exposure, continuous monitoring to proactively identify and block new threats, and precision fraud detection across channels and payment types with real-time, AI-powered risk scoring. Our proprietary machine learning models continuously learn and improve, identifying patterns invisible to traditional systems. Paired with our Data Hub of dozens of third-party data integrations, you'll gain unprecedented fraud and risk protection while slashing false positives and eliminating operational inefficiencies. The impact is undeniable. Leading payment companies, financial institutions, innovative fintechs, and commerce brands trust our AI-powered solutions worldwide, and they're seeing dramatic results: 80% reduction in fraud losses and 97% fewer false positives. With our flexible no-code/low-code architecture, you can scale effortlessly as you grow. Why settle for outdated fraud and risk management systems when you could be building resilience for future opportunities? See the Fraud.Net difference for yourself. Request your personalized demo today and discover how we can help you strengthen your business against threats while empowering growth.

Qloo, the "Cultural AI", is capable of decoding and forecasting consumer tastes around the world. Privacy-first API that predicts global consumer preferences, catalogs hundreds of million of cultural entities, and is privacy-first. Our API provides contextualized personalization and insight based on deep understanding of consumer behavior. We have access to more than 575,000,000 people, places, and things. Our technology allows you to see beyond trends and discover the connections that underlie people's tastes in their world. Our vast library includes entities such as brands, music, film and fashion. We also have information about notable people. Results are delivered in milliseconds. They can be weighted with factors like regionalization and real time popularity. Companies who want to use best-in-class data to enhance their customer experiences. Our flagship recommendation API provides results based on demographics and preferences, cultural entities, metadata, geolocational factors, and metadata.

At ACI Learning, we don’t just teach IT and cybersecurity—we prepare you to thrive in the real world. Our training is hands-on, outcome-focused, and built to give you the practical skills that matter most, from immersive labs and certification prep to expert-led lessons by pros who’ve been in your shoes. Whether you’re leading a team or leveling up your own career, myACI—our dynamic training platform—turns learning into doing. It’s where knowledge meets performance. With virtual labs, engaging video content, and gamified elements like skill points and microcredentials, learners stay motivated and career-ready. Managers get powerful dashboards and reporting tools to track progress and align training with business goals. Trusted by companies around the world, myACI also offers Marketplace access to expand learning beyond IT and cyber. Scalable, flexible, and built for today’s learners, ACI Learning helps you grow your people, boost retention, and show the ROI of every training dollar.

Thinkific is an intuitive platform that allows individuals, training companies and academies, and businesses to scale and sell learning experiences. It delivers an exceptional user experience for both customers and students, offering a variety of customizable tools to design engaging courses, manage content, track learner progress, and transform knowledge into impactful educational material. Thinkific's mid-market solution, Thinkific Plus, caters to larger organizations that require more advanced features, scalability, and control. It provides e-commerce solutions, extensive customization options, including branded learning portals, in-depth reporting, seamless integrations with enterprise systems (such as CRMs and marketing platforms), and dedicated support. Thinkific Plus also facilitates multi-admin management, efficient user administration, and robust security—making it the ideal choice for businesses with extensive teams or complex requirements seeking to deliver consistent, high-quality training at scale.

You need more than just a way to exchange documents. You need capabilities such as AI-enhanced redaction. You need an integrated Q&A tool with advanced workflow features. You need a defensible source of truth. You need Datasite Diligence. Datasite provides the most trusted VDR in M&A. Over 14,000 projects are created annually on Datasite. Designed with industry-leading functionality and game-changing productivity tools, due diligence doesn’t get in the way with Datasite Diligence.

Streamline administration and amplify training effectiveness. Arlo serves as a specialized training management system tailored for organizations in the training sector. It allows you to oversee course sign-ups, payments, website management, customer relationship management (CRM), and reporting all from a single, robust platform. Easily design courses, automate communication processes, and coordinate your training timetable along with presenters for in-person, live online, and blended learning formats. Streamline the entire registration process with customizable forms, versatile payment solutions, and intelligent invoicing. Utilize waitlists, discounts, and specific registration criteria for both private and public courses to enhance user experience. Consolidate client data, maintain relationships, and track leads in one centralized location. Monitor course effectiveness, generate customizable reports, and make strategic decisions that promote growth and success. Increase your website's traffic, enhance conversion rates, and make real-time updates seamlessly. Integrate your existing site or take advantage of Arlo's sleek, ready-to-use solution that meets modern standards. Moreover, this comprehensive system empowers training providers to focus more on delivering quality training rather than getting bogged down by administrative tasks.

Maximize the return on investment of your Microsoft 365 subscription. Your employees will benefit from e-learning programs that are constantly updated and expert-led. Reduce support costs, improve end-user adoption, and increase employee satisfaction. We do things a little differently at Storyals. We understand that bringing about change takes time, and that every organization is different. Our world-class training is delivered by a combination of unique instructor-led programs and on-demand courses to help you develop digital skills for the workplace. We are passionate about our work and believe that no organization can afford to not make digital up-skilling a priority.

Warehouse-Native Customer Journey Analytics—No Black Boxes. No Limits. Kubit is the leading customer journey analytics platform, built for product, data, and marketing teams who need self-service insights, real-time visibility, and full control of their data—all without engineering dependencies or vendor lock-in. Unlike traditional analytics tools, Kubit is warehouse-native, enabling you to analyze user behavior directly in your cloud data platform (Snowflake, BigQuery, or Databricks). No data extraction. No hidden algorithms. No black-box logic. With built-in support for funnel analysis, retention, user paths, and cohort exploration, Kubit makes it easy to understand what’s working—and what’s not—across the entire customer journey. Add real-time anomaly detection and exploratory analytics, and you get faster decisions, smarter optimizations, and more engaged users. Top enterprises like Paramount, TelevisaUnivision, and Miro trust Kubit for its flexibility, data governance, and unmatched customer support. Discover the future of customer analytics at kubit.ai