RAY

Downloadable software in the nature of serverless frameworks for developing, running and implementing scalable compute services; Downloadable software for use in a distributed serverless computing platform environment for developing and implementing machine learning applications; Downloadable software development tools for designing, deploying, and monitoring serverless architecture and applications;Downloadable software for neural network inferencing; Downloadable software for developing, running and implementing scalable applications; Downloadable software that provides access to cloud-based scalable computing resources and data storage; downloadable software that allows users toexchange, upload, download and share software applications and services;Downloadable software, namely, a framework in the nature of downloadable software for building and running distributed applications;Downloadable software, namely, a high-performance distributed execution framework consisting of downloadable software for large-scale machine learning and reinforcement learning applications; Downloadable software featuring libraries for accelerating deep learning and reinforcement learning development; downloadable software featuring libraries for data science training; Downloadable software featuring libraries for data analytics; Downloadable software featuring libraries for machine learning training; Downloadable software featuring libraries using artificial intelligence for machine learning, deep learning, natural language generation, statistical learning, supervised learning, un-supervised learning, data mining, predictive analytics and business intelligence; Downloadable software for use in general purpose computation, manipulation of collections of data, data analysis, image content analysis, information analysis, data transformation, data input/output, processing voice and data communications, speech recognition, modeling and testing for use in the fields of artificial intelligence, deep learning, high performance computing, distributed computing, virtualization and machine learning; Downloadable software that provides integration tools for distributed applications; Downloadable software that enables integration of distributed data sources; Downloadable software that assists computers in deploying parallel applications and performing parallel computation; Downloadable software for training neural networks to enable deep learning; · run-time environment systems comprised of downloadable software frameworks, downloadable software tools, downloadable application programming interfaces (APIs), and downloadable software libraries for machine learning training, reinforcement learning, conducting hyperparameter data searches, and developing serving applications; run-time frameworks comprised of downloadable software for developing and implementing artificial intelligence solutions; downloadable software using artificial intelligence for developing machine learning technology; Downloadable software for developing and implementing artificial intelligence applications; Downloadable software for artificial intelligence, namely, for use in machine learning, deep learning, natural language generation, statistical learning, supervised learning, un-supervised learning, data mining, predictive analytics and business intelligence; Downloadable software for developing machine learning, deep learning, and artificial intelligence applications; Downloadable software for use in artificial intelligence applications, namely, for use in software development and machine learning; Downloadable software for use in operating artificial intelligence platforms; Downloadable software using artificial intelligence for machine learning, deep learning, high performance computing, distributed computing, virtualization, natural language generation, statistical learning, supervised learning, un-supervised learning, data mining, predictive analytics and business intelligence; Downloadable software platforms for developing and implementing artificial intelligence applications; Downloadable software that facilitates data transmission, data collection, data analysis, and decision-making; Downloadable software for performing learning algorithms; Downloadable software, namely, knowledge-based artificial intelligence software platforms using artificial intelligence for use in software development, machine learning, downloadable software platforms for data analytics, and downloadable software automation platforms for automating software development and scaling for use in the fields of artificial intelligence, machine learning, deep learning, high performance computing, distributed computing, virtualization, natural language generation, statistical learning, supervised learning, un-supervised learning, data mining, predictive analytics and business intelligence; downloadable open-source software for use in developing and testing computer programs; Downloadable software development kits (SDKs); Downloadable software development tools; Downloadable software development tools featuring open source libraries; Downloadable software for big data analysis, for storing, aggregating, controlling, managing and retrieving data from large data sets, for the collection, identification, retrieving, editing, caching, processing, analysis, organizing, structuring, modifying, indexing, formatting, bookmarking, transmission, storage, management, sharing and access control of data and information; Downloadable software for collecting, managing, editing, organizing, modifying, transmitting, sharing, and storing of data; downloadable software for data storage, data retrieval, data access, data backup, data replication, data availability, data recovery, data translation and data conversion; Downloadable software for language translation and image recognition programs; Downloadable software for use in managing data centers and data storage; Downloadable software for scientific computing, namely, software for automating software development and scaling; Downloadable software for data management, analytics and pattern and activity recognition; Downloadable software using artificial intelligence and natural language processing for extracting data from unstructured and semi-structured documents, for classifying and searching documents, and for natural language processing; software for use as an application programming interface (API); Downloadable software, namely, an interpretive interface for facilitating interaction between humans and machines; downloadable application development software programs; Downloadable application programming interface (API) for software development in the fields of artificial intelligence, deep learning, machine learning, neural networks, high performance computing, and distributed computing systems; Downloadable application programming interface (API) for use in building software applications; Downloadable simulation, modeling and data processing software for use in data visualization, data analysis, data mining, data interpretation, predictive analytics, accessing and editing large-scale data

Providing online non-downloadable software in the nature of serverless frameworks for developing, running and implementing scalable compute services; providing online non-downloadable software for use in a distributed serverless computing platform environment for developing and implementing machine learning applications; providing online non-downloadable software development tools for designing, deploying, and monitoring serverless architecture and applications; providing online non-downloadable software for neural network inferencing; providing online non-downloadable software for developing, running and implementing scalable applications; providing online non-downloadable software that provides access to cloud-based scalable computing resources and data storage; providing online non-downloadable software that allows users to exchange, upload, download and share software applications and services; providing online non-downloadable software, namely, a framework in the nature of online and non-downloadable software for building and running distributed applications; providing online non-downloadable software, namely, a high-performance distributed execution framework consisting of non-downloadable software for large-scale machine learning and reinforcement learning applications; providing online non-downloadable software featuring libraries for accelerating deep learning and reinforcement learning development; providing online non-downloadable software featuring libraries for data science training; providing online non-downloadable software featuring libraries for data analytics; providing online non-downloadable software featuring libraries for machine learning training; providing online non-downloadable software featuring libraries using artificial intelligence for machine learning, deep learning, natural language generation, statistical learning, supervised learning, un-supervised learning, data mining, predictive analytics and business intelligence; providing online non-downloadable software for use in general purpose computation, manipulation of collections of data, data analysis, image content analysis, information analysis, data transformation, data input/output, processing voice and data communications, speech recognition, modeling and testing for use in the fields of artificial intelligence, deep learning, high performance computing, distributed computing, virtualization and machine learning; providing online non-downloadable software that provides integration tools for distributed applications; providing online non-downloadable software that enables integration of distributed data sources; providing online non-downloadable software that assists computers in deploying parallel applications and performing parallel computation; providing online non-downloadable software for training neural networks to enable deep learning; providing online non-downloadable software for developing and implementing artificial intelligence and machine learning technology; providing online non-downloadable software for artificial intelligence applications for use in software development, machine learning, and software scaling; providing online non-downloadable software for developing machine learning, deep learning, and artificial intelligence applications; providing online non-downloadable software for use in artificial intelligence applications for use in software development and machine learning; providing online non-downloadable software for use in operating artificial intelligence platforms; providing online non-downloadable software using artificial intelligence for machine learning, deep learning, high performance computing, distributed computing, virtualization, natural language generation, statistical learning, supervised learning, un-supervised learning, data mining, predictive analytics and business intelligence; providing online non-downloadable software that facilitates data transmission, data collection, data analysis, and decision-making; platform as a service (PaaS) featuring computer software platforms for artificial intelligence applications for use in software development and machine learning; platform as a service (PaaS) featuring knowledge-based artificial intelligence computer software platforms for use in software development, machine learning, data analytics software platforms, and automation software platforms for automating software development and scaling; providing online non-downloadable software for big data analysis, for storing, aggregating, controlling, managing and retrieving data from large data sets, for the collection, identification, retrieving, editing, caching, processing, analysis, organizing, structuring, modifying, indexing, formatting, bookmarking, transmission, storage, management, sharing and access control of data and information; providing online non-downloadable software for collecting, managing, editing, organizing, modifying, transmitting, sharing, and storing of data; providing online non-downloadable software for data storage, data retrieval, data access, data backup, data replication, data availability, data recovery, data translation and data conversion; providing online non-downloadable software for language translation and image recognition programs; providing online non-downloadable software for use in managing data centers and data storage; providing online non-downloadable software for scientific computing, namely, for automating software development and scaling; providing online non-downloadable software for data management, analytics and pattern and activity recognition; providing online non-downloadable software using artificial intelligence and natural language processing for extracting data from unstructured and semi-structured documents, for classifying and searching documents, and for natural language processing; providing online non-downloadable software for use as an application programming interface (API); providing online non-downloadable software, namely, an interpretive interface for facilitating interaction between humans and machines; providing online non-downloadable application programming interface (API) software for software development in the fields of artificial intelligence, deep learning, machine learning, neural networks, high performance computing, and distributed computing systems; Application service provider featuring application programming interface (API) software for use in building software applications; providing online non-downloadable simulation, modeling and data processing software for use in data visualization, data analysis, data mining, data interpretation, predictive analytics, accessing and editing large-scale data; providing online non-downloadable software for performing learning algorithms; Platform as a service (PAAS) featuring computer software platforms for software development featuring software development kits (SDKs); providing online non-downloadable software development tools featuring open source libraries; advanced product research in the field of artificial intelligence; application service provider featuring application programming interface (API) software to provide natural language processing, artificial intelligence, namely, automating software development and scaling, machine learning, deep learning, natural language processing, supervised learning, unsupervised learning, and predictive analytics; cloud computing services, namely, providing online non-downloadable artificial intelligence software for machine learning, deep learning, high performance computing, distributed computing, creating virtual versions of computer systems and software, natural language generation, statistical learning, supervised learning, un-supervised learning, data mining, predictive analytics and business intelligence; cloud-based supercomputing, namely, providing online non-downloadable artificial intelligence software for machine learning, deep learning, high performance computing, distributed computing, creating virtual versions of computer systems and software, natural language generation, statistical learning, supervised learning, un-supervised learning, data mining, predictive analytics and business intelligence; computer software and information technology consulting; computer programming; consultation in the design and development of computer software; consulting services in the field of computer software applications and computer networks; computer software design for others; computer software design, computer programming, and maintenance of computer software; design and development of computer software in the fields of artificial intelligence, machine learning, deep learning, and deep neural networks; design and development of computer software; design, development, customization, integration, support and maintenance of computer software; design, programming and maintenance of artificial intelligence software; design, research and development of software; providing non-downloadable cloud-based software for building and running distributed applications for use with a supercomputer in the fields of artificial intelligence, machine learning, deep learning, high performance computing, distributed computing, virtualization, natural language generation, statistical learning, supervised learning, un-supervised learning, data mining, predictive analytics and business intelligence; providing technical information relating to the installation, repair and maintenance of computer software; scientific and technological services, namely, research and design in the fields of artificial intelligence, machine learning, deep learning, high performance computing, distributed computing, virtualization, natural language generation, statistical learning, supervised learning, un-supervised learning, data mining, predictive analytics and business intelligence; software development in the field of artificial intelligence and machine learning; software development services in the fields of artificial intelligence, machine learning, deep learning, high performance computing, distributed computing, virtualization, natural language generation, statistical learning, supervised learning, un-supervised learning, data mining, predictive analytics and business intelligence; technical research, development, and design of computer software in the fields of artificial intelligence, machine learning, natural language processing, high performance computing, and data virtualization; technical support, namely, troubleshooting of computer software application problems, and consultation services for developing computer software applications for others; technical support services, namely, troubleshooting in the nature of diagnosing computer hardware and software problems; technical support services, namely, troubleshooting of computer software and hardware problems; scientific research in the fields of artificial intelligence and cognitive science