KServe Integrations

Docker simplifies complex configuration tasks and is employed throughout the entire software development lifecycle, enabling rapid, straightforward, and portable application development on desktop and cloud environments. This comprehensive platform offers various features, including user interfaces, command-line utilities, application programming interfaces, and integrated security, which all work harmoniously to enhance the application delivery process. You can kickstart your programming projects by leveraging Docker images to create unique applications compatible with both Windows and Mac operating systems. With the capabilities of Docker Compose, constructing multi-container applications becomes a breeze. In addition, Docker seamlessly integrates with familiar tools in your development toolkit, such as Visual Studio Code, CircleCI, and GitHub, enhancing your workflow. You can easily package your applications into portable container images, guaranteeing consistent performance across diverse environments, whether on on-premises Kubernetes or cloud services like AWS ECS, Azure ACI, or Google GKE. Furthermore, Docker provides access to a rich repository of trusted assets, including official images and those from verified vendors, ensuring that your application development is both reliable and high-quality. Its adaptability and integration capabilities position Docker as an essential tool for developers striving to boost their productivity and streamline their processes, making it indispensable in modern software development. This ensures that developers can focus more on innovation and less on configuration management.

Zillow has established itself as the leading platform for real estate and rentals, prioritizing the empowerment of its users through vital information and resources regarding their homes, while also connecting them with top-tier local professionals for support. This platform covers a wide array of aspects related to homeownership and living, which includes buying, selling, renting, financing, and even remodeling properties. Central to Zillow's offerings is an extensive database that encompasses over 110 million homes across the United States, featuring listings for sale, rentals, and even properties that are not currently on the market, in addition to tools such as Zestimate home values and Rent Zestimates. Moreover, Zillow offers an impressive suite of mobile applications, with more than twenty apps available on all major operating systems, enhancing accessibility and user engagement. This remarkable combination of comprehensive resources and a user-friendly interface solidifies Zillow's role as an essential tool for anyone looking to navigate the complexities of the housing market effectively. By continually updating their features and expanding their reach, Zillow remains at the forefront of the real estate industry.

Kubernetes, often abbreviated as K8s, is an influential open-source framework aimed at automating the deployment, scaling, and management of containerized applications. By grouping containers into manageable units, it streamlines the tasks associated with application management and discovery. With over 15 years of expertise gained from managing production workloads at Google, Kubernetes integrates the best practices and innovative concepts from the broader community. It is built on the same core principles that allow Google to proficiently handle billions of containers on a weekly basis, facilitating scaling without a corresponding rise in the need for operational staff. Whether you're working on local development or running a large enterprise, Kubernetes is adaptable to various requirements, ensuring dependable and smooth application delivery no matter the complexity involved. Additionally, as an open-source solution, Kubernetes provides the freedom to utilize on-premises, hybrid, or public cloud environments, making it easier to migrate workloads to the most appropriate infrastructure. This level of adaptability not only boosts operational efficiency but also equips organizations to respond rapidly to evolving demands within their environments. As a result, Kubernetes stands out as a vital tool for modern application management, enabling businesses to thrive in a fast-paced digital landscape.

IBM Cloud® provides features that significantly boost business agility and resilience, enabling users to find a platform that delivers 2.5 times the value compared to traditional solutions. Designed for a variety of industries, it prioritizes security while offering the flexibility to develop and manage applications in any setting. The platform transforms business workflows by integrating automation and artificial intelligence, streamlining operations effectively. It also boasts a strong ecosystem of technology partners that cater to specific industry needs, drawing on extensive expertise to deliver customized solutions. With automated and auditable processes, it ensures compliance and operational efficiency for its users. Its advanced functionalities guarantee exceptional cloud security and monitoring, enabling a cohesive security and control framework across all applications. Furthermore, the platform’s containerized solutions promote seamless DevOps practices, enhancing automation, data governance, and security measures. Users enjoy a simplified integration process along with a consistent application development lifecycle, which enhances user experience. In addition to these capabilities, IBM Cloud leverages cutting-edge technologies such as IBM Watson®, analytics, the Internet of Things (IoT), and edge computing, which empower businesses to innovate and maintain a competitive edge in their respective markets. With these features, organizations can not only optimize their operations but also adapt swiftly to changing demands and challenges.

NAVER Corporation is recognized as South Korea's leading Internet company, overseeing the country's top search engine, Naver, the largest platform for children, Jr. Naver, and the first online donation site, Happybean. Initially rooted in search services, NAVER has broadened its scope to provide a wide range of innovative and user-friendly online solutions that improve the daily lives of its users. Numerous surveys highlight the company's status as a key player on the global online services stage. As the largest Internet enterprise in Korea by net profit, NAVER's impressive success stems from its strategic focus on creating dependable revenue streams through its primary offerings, which include search-related advertising and pay-to-play gaming options. Furthermore, NAVER has not only established a significant presence in its home market but has also built a strong reputation in neighboring countries such as Japan and China while actively seeking international expansion by opening branches abroad. This dedication to growth illustrates NAVER's aspirations to emerge as a leader in the global digital arena, showcasing its commitment to innovation and customer satisfaction. The company's strategic initiatives reflect its proactive approach to adapting to the ever-evolving digital landscape.

Streamline your MLOps pipelines with ZenML, which enables you to efficiently manage, deploy, and scale any infrastructure. This open-source and free tool can be effortlessly set up in just a few minutes, allowing you to leverage your existing tools with ease. With only two straightforward commands, you can experience the impressive capabilities of ZenML. Its user-friendly interfaces ensure that all your tools work together harmoniously. You can gradually scale your MLOps stack by adjusting components as your training or deployment requirements evolve. Stay abreast of the latest trends in the MLOps landscape and integrate new developments effortlessly. ZenML helps you define concise and clear ML workflows, saving you time by eliminating repetitive boilerplate code and unnecessary infrastructure tooling. Transitioning from experiments to production takes mere seconds with ZenML's portable ML codes. Furthermore, its plug-and-play integrations enable you to manage all your preferred MLOps software within a single platform, preventing vendor lock-in by allowing you to write extensible, tooling-agnostic, and infrastructure-agnostic code. In doing so, ZenML empowers you to create a flexible and efficient MLOps environment tailored to your specific needs.

Bloomberg is recognized as the leading source of business and financial information, offering news and insights on a global scale. By harnessing cutting-edge technology, we connect key decision-makers with trustworthy data about financial markets, empowering them to make faster and more informed decisions. While many companies search for their core mission, Bloomberg was established with a distinct goal: to create a positive influence in the world. This commitment is woven into our services, which sparked a revolutionary shift in financial markets that remains impactful today. It is reflected in the dedication of our employees, whom we nurture throughout their careers. Our pledge extends to initiatives that leverage our resources, knowledge, and earnings to improve lives around the globe through the effectiveness of information. We firmly believe that profit and principles can work hand in hand and actually enhance one another. Ultimately, placing what is best for our employees, clients, communities, and the planet at the forefront fosters the most advantageous approach for our business. Our unwavering dedication to these principles not only propels our success but also sets us apart within the industry. Furthermore, this alignment of values serves as the foundation for our long-term vision and growth.

The Kubeflow project is designed to streamline the deployment of machine learning workflows on Kubernetes, making them both scalable and easily portable. Instead of replicating existing services, we concentrate on providing a user-friendly platform for deploying leading open-source ML frameworks across diverse infrastructures. Kubeflow is built to function effortlessly in any environment that supports Kubernetes. One of its standout features is a dedicated operator for TensorFlow training jobs, which greatly enhances the training of machine learning models, especially in handling distributed TensorFlow tasks. Users have the flexibility to adjust the training controller to leverage either CPUs or GPUs, catering to various cluster setups. Furthermore, Kubeflow enables users to create and manage interactive Jupyter notebooks, which allows for customized deployments and resource management tailored to specific data science projects. Before moving workflows to a cloud setting, users can test and refine their processes locally, ensuring a smoother transition. This adaptability not only speeds up the iteration process for data scientists but also guarantees that the models developed are both resilient and production-ready, ultimately enhancing the overall efficiency of machine learning projects. Additionally, the integration of these features into a single platform significantly reduces the complexity associated with managing multiple tools.

VLLM is an innovative library specifically designed for the efficient inference and deployment of Large Language Models (LLMs). Originally developed at UC Berkeley's Sky Computing Lab, it has evolved into a collaborative project that benefits from input by both academia and industry. The library stands out for its remarkable serving throughput, achieved through its unique PagedAttention mechanism, which adeptly manages attention key and value memory. It supports continuous batching of incoming requests and utilizes optimized CUDA kernels, leveraging technologies such as FlashAttention and FlashInfer to enhance model execution speed significantly. In addition, VLLM accommodates several quantization techniques, including GPTQ, AWQ, INT4, INT8, and FP8, while also featuring speculative decoding capabilities. Users can effortlessly integrate VLLM with popular models from Hugging Face and take advantage of a diverse array of decoding algorithms, including parallel sampling and beam search. It is also engineered to work seamlessly across various hardware platforms, including NVIDIA GPUs, AMD CPUs and GPUs, and Intel CPUs, which assures developers of its flexibility and accessibility. This extensive hardware compatibility solidifies VLLM as a robust option for anyone aiming to implement LLMs efficiently in a variety of settings, further enhancing its appeal and usability in the field of machine learning.

The integration of software transforms a vehicle into an intelligent machine, with the NVIDIA DRIVE™ Software stack acting as an open platform that empowers developers to design and deploy a diverse array of advanced applications for autonomous vehicles, including functions such as perception, localization and mapping, planning and control, driver monitoring, and natural language processing. Central to this software ecosystem is DRIVE OS, hailed as the inaugural operating system specifically engineered for secure accelerated computing. This robust system leverages NvMedia for sensor input processing, NVIDIA CUDA® libraries to enable effective parallel computing, and NVIDIA TensorRT™ for real-time AI inference, along with a variety of tools and modules that unlock hardware capabilities. Building on the foundation of DRIVE OS, the NVIDIA DriveWorks® SDK provides crucial middleware functionalities essential for the advancement of autonomous vehicles. Key features of this SDK include a sensor abstraction layer (SAL), multiple sensor plugins, a data recording system, vehicle I/O support, and a framework for deep neural networks (DNN), all of which are integral to improving the performance and dependability of autonomous systems. By harnessing these powerful resources, developers find themselves better prepared to explore innovative solutions and expand the horizons of automated transportation, fostering a future where smart vehicles can navigate complex environments with greater autonomy and safety.

We develop vital products that benefit entire countries. With more than 2 million driver partners, we have collectively achieved approximately 13,000 round trips to the moon. As a prominent fintech leader in Southeast Asia, we guarantee smooth and cashless transactions for our users. You can easily purchase food, groceries, medications, electronics, and much more—all from the convenience of your own home. Enjoy watching your favorite series, booking tickets for movies and events, and gaming without any inconvenience! For business owners, manage your restaurants, promote your services, and launch advertising campaigns with ease. Gojek is a versatile app that meets all your daily needs, including food delivery, transportation, and payment solutions. In addition, Gojek is dedicated to a social mission that aims to uplift the lives and well-being of the Indonesian community. Whether you require dependable transportation around the city or wish to earn income while driving, Gojek is your preferred ride-hailing app that tirelessly works to enhance your commuting experience. Our goal is to revolutionize how you handle everyday tasks and services, making life simpler and more enjoyable for everyone. Join us on this journey and discover a new level of convenience in your daily routines.