Join theCUBE for live coverage at Anyscale Ray Summit 2024. We bring you on-site reporting and exclusive interviews with machine learning experts, software engineers and analysts to discuss the innovations redefining API management for scaling AI infrastructure.

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theCUBE.net
home Ray Summit 2024 Agenda
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    Tuesday, October 1 (UTC) October 1
    • ON DEMAND

      Anastasis Germanidis, Runway

      Anastasis shares the latest updates on Runway's tools, including the video-to-video tool, which has been well-received in the creative community. Runway's collaboration with Madonna's live concert tour demonstrates the tool's versatility and creativity. The Hundred Film Fund and the 48-hour film festival also showcase the potential of AI-driven filmmaking projects. Runway aims to empower both new and established filmmakers to experiment with ideas and lower the barrier to traditional production costs. The partnership with Lionsgate further emphasizes Runway's commitment to supporting storytellers and integrating generative tools into the filmmaking process seamlessly.
      The conversation highlights the importance of tools like Ray in handling the diverse challenges of training models for visual data compared to language data. Subjective evaluation and aesthetics play a crucial role in ensuring that the models can evoke emotions and creative responses. Looking ahead, Runway anticipates continued surprises and advancements in storytelling capabilities, emphasizing the element of discovery and creativity in the development of new models and projects.
      Anastasis Germanidis
      Co-Founder & CTO Runway
    • ON DEMAND

      Zhitao Li, Uber

      Anyscale's Ray Summit in San Francisco brings together top engineers to discuss machine learning, generative AI, and the platforms driving these advancements. Uber's director of engineering, Zhitao, talks about their use of Ray as the core AI engine, allowing them to scale their platforms. With Ray, Uber can run over 20,000 model training jobs monthly, saving on costs and enabling scalability. They have evolved from predictive ML to generative ML, optimizing resource sharing in Kubernetes clusters. Uber plans to enter a hybrid cloud setup, focus on efficiency, and continue contributing to open source projects. Zhitao advises embracing open source and focusing on computer science fundamentals for those entering the field.
      Zhitao Li
      Director of Engineering, AI & Model Infrastructure Uber
    • ON DEMAND

      Christian Stano, Attentive

      At Ray Summit by Anyscale in San Francisco, a representative from Attentive discusses their AI-powered messaging platform focused on personalizing marketing using generative AI. They face challenges with managing large datasets and scaling computational resources, but are overcoming these obstacles with the help of Anyscale and Ray. Attentive has seen improvements in training time, cost reduction, and customer coverage with Ray. They are optimistic about enhancing customer experiences in the future and stress the importance of up-skilling their team. Looking ahead, Attentive plans to scale out their solutions and tackle new use cases. The conversation underscores the potential of generative AI in marketing and the benefits of leveraging tools like Anyscale and Ray for scalability and efficiency.
      Christian Stano
      Manager MLOps Attentive
    • ON DEMAND

      Stephen Mackinnon, Recursion

      Digital chemistry utilizes machine learning to analyze compound relationships in drug discovery, enhancing efficiency in predicting properties and identifying potential drugs. Recursion conducts experiments on cells, analyzes microscopy images, and studies gene activity to generate data, utilizing over 50 petabytes of data to drive new drug development programs. Their use of AI has transformed drug discovery by quickly ruling out ineffective compounds and focusing on therapeutic opportunities. By mapping out biology and leveraging machine learning, Recursion can explore new targets and advance drug development. Access to resources like BioHive with over 500 GPUs and tools like Anyscale and Ray has accelerated their research. The company aims to continue revolutionizing drug discovery through AI-driven experiments and innovative approaches. The future looks promising for Recursion and the field of drug discovery.
      Stephen MacKinnon
      Vice President of Applied ML Recursion
    • ON DEMAND

      Keerti Melkote & Robert Nishihara, Anyscale

      Anyscale's Ray Summit in San Francisco is a fast-growing startup attracting the best machine learning and generative AI engineers. The co-founders, Robert and Keerti, discuss the success and growth of the company. They highlight how Anyscale and Ray are solving complexities in AI platforms, enabling flexibility in supporting various AI workloads. Ray is praised for its performance, scalability, and the ability to cater to unstructured data processing.

      The keynote at the event focused on the challenges in AI growth and the need for a unified compute engine to simplify complex platforms. Robert explains the core components of an AI compute engine and emphasizes the importance of providing a flexible framework for AI tasks. Keerti discusses the company's growth strategy, which includes launching a managed service, building a go-to-market engine, and engaging with partners and customers.

      The conversation delves into the opportunities for partners in the AI space, emphasizing the need for expertise and skills to harness the potential of AI technologies. Robert advises AI platform builders to architect for flexibility, embracing heterogeneity and choice in networking environments. The discussion wraps up with a focus on the future of AI workloads, highlighting the need to combine CPU and GPU systems for efficient processing.
      Keerti Melkote
      Chief Executive Officer Anyscale
      Robert Nishihara
      Co-Founder Anyscale

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