Ray vs. Core ML

Completely managed machine learning tools facilitate the rapid construction, deployment, and scaling of ML models tailored for various applications. Vertex AI Workbench seamlessly integrates with BigQuery Dataproc and Spark, enabling users to create and execute ML models directly within BigQuery using standard SQL queries or spreadsheets; alternatively, datasets can be exported from BigQuery to Vertex AI Workbench for model execution. Additionally, Vertex Data Labeling offers a solution for generating precise labels that enhance data collection accuracy. Furthermore, the Vertex AI Agent Builder allows developers to craft and launch sophisticated generative AI applications suitable for enterprise needs, supporting both no-code and code-based development. This versatility enables users to build AI agents by using natural language prompts or by connecting to frameworks like LangChain and LlamaIndex, thereby broadening the scope of AI application development.

RunPod offers a robust cloud infrastructure designed for effortless deployment and scalability of AI workloads utilizing GPU-powered pods. By providing a diverse selection of NVIDIA GPUs, including options like the A100 and H100, RunPod ensures that machine learning models can be trained and deployed with high performance and minimal latency. The platform prioritizes user-friendliness, enabling users to create pods within seconds and adjust their scale dynamically to align with demand. Additionally, features such as autoscaling, real-time analytics, and serverless scaling contribute to making RunPod an excellent choice for startups, academic institutions, and large enterprises that require a flexible, powerful, and cost-effective environment for AI development and inference. Furthermore, this adaptability allows users to focus on innovation rather than infrastructure management.

Best-in-class, Fraud.Net offers an AI-driven platform that empowers enterprises to combat fraud, streamline compliance, and manage risk at scale—all in real-time. Our cutting-edge technology detects threats before they impact your operations, providing highly accurate risk scoring that adapts to evolving fraud patterns through billions of analyzed transactions. Our unified platform delivers complete protection through three proprietary capabilities: instant AI-powered risk scoring, continuous monitoring for proactive threat detection, and precision fraud prevention across payment types and channels. Additionally, Fraud.Net centralizes your fraud and risk management strategy while delivering advanced analytics that provide unmatched visibility and significantly reduce false positives and operational inefficiencies. Trusted by payments companies, financial services, fintech, and commerce leaders worldwide, Fraud.Net tracks over a billion identities and protects against 600+ fraud methodologies, helping clients reduce fraud by 80% and false positives by 97%. Our no-code/low-code architecture ensures customizable workflows that scale with your business, and our Data Hub of dozens of 3rd party data integrations and Global Anti-Fraud Network ensures unparalleled accuracy. Fraud is complex, but prevention shouldn't be. With FraudNet, you can build resilience today for tomorrow's opportunities. Request a demo today.

Qloo, known as the "Cultural AI," excels in interpreting and predicting global consumer preferences. This privacy-centric API offers insights into worldwide consumer trends, boasting a catalog of hundreds of millions of cultural entities. By leveraging a profound understanding of consumer behavior, our API delivers personalized insights and contextualized recommendations. We tap into a diverse dataset encompassing over 575 million individuals, locations, and objects. Our innovative technology enables users to look beyond mere trends, uncovering the intricate connections that shape individual tastes in their cultural environments. The extensive library includes a wide array of entities, such as brands, music, film, fashion, and notable figures. Results are generated in mere milliseconds and can be adjusted based on factors like regional influences and current popularity. This service is ideal for companies aiming to elevate their customer experience with superior data. Additionally, our premier recommendation API tailors results by analyzing demographics, preferences, cultural entities, geolocation, and relevant metadata to ensure accuracy and relevance.

Google's Compute Engine, which falls under the category of infrastructure as a service (IaaS), enables businesses to create and manage virtual machines in the cloud. This platform facilitates cloud transformation by offering computing infrastructure in both standard sizes and custom machine configurations. General-purpose machines, like the E2, N1, N2, and N2D, strike a balance between cost and performance, making them suitable for a variety of applications. For workloads that demand high processing power, compute-optimized machines (C2) deliver superior performance with advanced virtual CPUs. Memory-optimized systems (M2) are tailored for applications requiring extensive memory, making them perfect for in-memory database solutions. Additionally, accelerator-optimized machines (A2), which utilize A100 GPUs, cater to applications that have high computational demands. Users can integrate Compute Engine with other Google Cloud Services, including AI and machine learning or data analytics tools, to enhance their capabilities. To maintain sufficient application capacity during scaling, reservations are available, providing users with peace of mind. Furthermore, financial savings can be achieved through sustained-use discounts, and even greater savings can be realized with committed-use discounts, making it an attractive option for organizations looking to optimize their cloud spending. Overall, Compute Engine is designed not only to meet current needs but also to adapt and grow with future demands.

MongoDB Atlas is recognized as a premier cloud database solution, delivering unmatched data distribution and fluidity across leading platforms such as AWS, Azure, and Google Cloud. Its integrated automation capabilities improve resource management and optimize workloads, establishing it as the preferred option for contemporary application deployment. Being a fully managed service, it guarantees top-tier automation while following best practices that promote high availability, scalability, and adherence to strict data security and privacy standards. Additionally, MongoDB Atlas equips users with strong security measures customized to their data needs, facilitating the incorporation of enterprise-level features that complement existing security protocols and compliance requirements. With its preconfigured systems for authentication, authorization, and encryption, users can be confident that their data is secure and safeguarded at all times. Moreover, MongoDB Atlas not only streamlines the processes of deployment and scaling in the cloud but also reinforces your data with extensive security features that are designed to evolve with changing demands. By choosing MongoDB Atlas, businesses can leverage a robust, flexible database solution that meets both operational efficiency and security needs.

Dragonfly acts as a highly efficient alternative to Redis, significantly improving performance while also lowering costs. It is designed to leverage the strengths of modern cloud infrastructure, addressing the data needs of contemporary applications and freeing developers from the limitations of traditional in-memory data solutions. Older software is unable to take full advantage of the advancements offered by new cloud technologies. By optimizing for cloud settings, Dragonfly delivers an astonishing 25 times the throughput and cuts snapshotting latency by 12 times when compared to legacy in-memory data systems like Redis, facilitating the quick responses that users expect. Redis's conventional single-threaded framework incurs high costs during workload scaling. In contrast, Dragonfly demonstrates superior efficiency in both processing and memory utilization, potentially slashing infrastructure costs by as much as 80%. It initially scales vertically and only shifts to clustering when faced with extreme scaling challenges, which streamlines the operational process and boosts system reliability. As a result, developers can prioritize creative solutions over handling infrastructure issues, ultimately leading to more innovative applications. This transition not only enhances productivity but also allows teams to explore new features and improvements without the typical constraints of server management.

Authenticating users is one of the most critical and high-impact moments in your customers' journey. With Kinde, you can take complete control. We give you the power to manage user authorization with passwordless authentication, social logins, and enterprise SSO. You can also support your customers' branding with custom domains and a fully customizable UI, even by uploading your own designs. For complex requirements, our powerful workflows let you run your own code during the authentication process. You can easily organize all your business customers using organizations, making it simple to segment them and fine-tune their authentication experience to their unique needs. Kinde also lets you monetize your ideas faster with robust billing tools. You can effortlessly set up subscription plans and start collecting revenue. Kinde's flexible system is built to support any business model—B2C, B2B, or B2B2C—and its powerful organization management and flexible billing logic will scale with your business and your customers.

Software designed for managing cold storage, food production, food distribution, and service providers is essential in today's industry. Accessible through the internet, this cloud-based solution is budget-friendly, employing a straightforward monthly subscription model that mitigates risks. It seamlessly operates on any device with internet capabilities, including computers, tablets, smartphones, and handheld barcode scanners, ensuring flexibility for users. Our integrated ERP and Warehouse Management System (WMS) offer a comprehensive approach to overseeing your operations, providing the advantage of centralizing all your business data in one location. Additionally, our ERP system is customizable to align with your unique business requirements, enhancing its utility and effectiveness. With our feature-rich turnkey solution, you can launch your system swiftly, allowing for a rapid transition to new processes. Alternatively, share your specific needs with us, and we will develop a tailored package that perfectly suits your business. Key functions include WMS, order entry, sales management, purchasing, accounts receivable, check processing, reporting, graphical dashboards, customer relationship management (CRM), preventative maintenance, lot control with traceability, and comprehensive document management for SQF and HACCP, along with scheduling calendars to keep your operations organized and efficient.

Amp by Sourcegraph is an innovative agentic coding platform that empowers developers to write better software faster through autonomous AI-driven reasoning and editing capabilities. Utilizing state-of-the-art AI models, Amp automates complex coding tasks, producing high-impact, production-quality code changes with minimal manual intervention. It integrates natively with developer environments, offering a command-line interface and VS Code extension so users can work in familiar tools without needing a separate UI. Collaboration is built-in: team members automatically share code threads, workflows, and context, enabling knowledge reuse and collective improvement. The platform scales effortlessly from individual contributors to the largest enterprises, incorporating enterprise-grade security measures such as SSO, data privacy, and strict LLM data retention policies. Users consistently report that Amp outperforms other AI coding assistants in accuracy, speed, and ease of use. Sourcegraph supports its community with rich documentation, podcasts like Raising an Agent, and a responsive support forum. Amp’s focus on quality coding assistance rather than commodity solutions is a key differentiator. The platform aims to revolutionize software development by automating routine tasks while preserving developer control and creativity. With its continuous updates and commitment to excellence, Amp is accelerating how teams build software worldwide.