Compare Ray vs. Vaex

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.

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.

Fraud.net is the world's leading infrastructure for fraud management. It is powered by a sophisticated collective Intelligence network, world-class AI, and a modern cloud-based platform that assists you: * Combine fraud data from all sources with one connection * Detect fraudulent activity in real-time for transactions exceeding 99.5% * Uncover hidden insights in Terabytes of data to optimize fraud management Fraud.net was recognized in Gartner's market guide for online fraud detection. It is a real-time enterprise-strength, enterprise-strength, fraud prevention and analytics solution that is tailored to the needs of its business customers. It acts as a single point-of-command, combining data from different sources and systems, tracking digital identities and behaviors, then deploying the most recent tools and technologies to eradicate fraudulent activity and allow transactions to go through. Get a free trial by contacting us today

Compute Engine (IaaS), a platform from Google that allows organizations to create and manage cloud-based virtual machines, is an infrastructure as a services (IaaS). Computing infrastructure in predefined sizes or custom machine shapes to accelerate cloud transformation. General purpose machines (E2, N1,N2,N2D) offer a good compromise between price and performance. Compute optimized machines (C2) offer high-end performance vCPUs for compute-intensive workloads. Memory optimized (M2) systems offer the highest amount of memory and are ideal for in-memory database applications. Accelerator optimized machines (A2) are based on A100 GPUs, and are designed for high-demanding applications. Integrate Compute services with other Google Cloud Services, such as AI/ML or data analytics. Reservations can help you ensure that your applications will have the capacity needed as they scale. You can save money by running Compute using the sustained-use discount, and you can even save more when you use the committed-use discount.

Software for Cold Storage Management, Food Production, Food Distribution, Distribution, and Service Providers. Cloud-based cloud software is affordable through the internet. A simple monthly subscription model offers little risk. It works on any web-enabled device, including computers, tablets, smart phone, and handheld bar code scanners. Our ERP and WMS Software can help you manage your business. You will enjoy the convenience of having all your business information in one place. You can also customize our ERP system to meet your specific business needs. Our feature-driven turnkey solution makes it easy to "Go Live" in record times. Or, tell us what you need and we'll create a package that's just right for you. WMS, Order Entry, Sales, Purchasing, AR and Check Processing Reporting and Graph Dashboards CRM, Preventative maintenance, Lot control + traceability SQF and HACCP document management, Scheduling Calendars

Fully managed compute platform to deploy and scale containerized applications securely and quickly. You can write code in your favorite languages, including Go, Python, Java Ruby, Node.js and other languages. For a simple developer experience, we abstract away all infrastructure management. It is built upon the open standard Knative which allows for portability of your applications. You can write code the way you want by deploying any container that listens to events or requests. You can create applications in your preferred language with your favorite dependencies, tools, and deploy them within seconds. Cloud Run abstracts away all infrastructure management by automatically scaling up and down from zero almost instantaneously--depending on traffic. Cloud Run only charges for the resources you use. Cloud Run makes app development and deployment easier and more efficient. Cloud Run is fully integrated with Cloud Code and Cloud Build, Cloud Monitoring and Cloud Logging to provide a better developer experience.

Lumio is a web-based learning platform that offers more ways to effortlessly make learning fun and engaging on student devices. Teachers can start from scratch, or import existing content like PDFs, Google Slides, PowerPoints, and Canva designs and transform them into dynamic, engaging learning experiences on any device. Within Lumio, they can mix and match file types and add interactive elements like games, collaborative whiteboards, handouts, and assessments, all from a single place. Teachers can even share content with colleagues through shared libraries and co-edit lessons in real-time to leverage one another’s classroom experiences. Tools like instructional audio, activity dashboards, and the ability to offer real-time feedback make Lumio a one-stop shop for teachers. It allows them to personalize learning, enable student creation, and gain insight into learning. Not only does Lumio offer more ways to engage students, it’s also specifically designed to improve outcomes – it’s not just fun, it works! With the Research-Based Design Certification from Digital Promise, educators and administrators can feel confident in the benefits of using Lumio. With 3 available plan options, there’s an option for everyone.

Cloud-based solution for observability that helps businesses manage and track workload and performance through a single dashboard. Monitor all the services you run on your cloud without compromising cost, granularity or scale. Groundcover is a cloud-native APM solution that makes observability easy so you can focus on creating world-class products. Groundcover's proprietary sensor unlocks unprecedented granularity for all your applications. This eliminates the need for costly changes in code and development cycles, ensuring monitoring continuity.

XpertCoding by XpertDox is an AI medical coding software that utilizes advanced artificial intelligence, machine learning, and natural language processing (NLP) to automatically code medical claims within 24 hours. This software streamlines and enhances the coding process, ensuring faster and more accurate claim submissions and maximizing financial returns for healthcare organizations. Features include a comprehensive coding audit trail, minimal need for human supervision, a clinical documentation improvement module, seamless integration with EHR systems, a business intelligence platform, a flexible cost structure, significant reduction in claim denials and coding costs, and risk-free implementation with no initial fee and a free first month. XpertCoding's automated coding software ensures timely payments for healthcare providers & organizations, accelerating the revenue cycle and allowing them to focus on patient care. Choose XpertCoding for reliable, efficient, and precise medical coding tailored to your practice.