Anyscale Courses

Ray Community European Meetup - Serve, Scaling, and NLP Innovations

Explore Ray Serve, on-demand scaling, and NLP project bootstrapping techniques. Learn about model serving, API controllers, and leveraging shortcuts for efficient NLP development.

• YouTube
• 1 hour 37 minutes
• On-Demand
• Free Video

Large-Scale Deep Learning Training and Tuning with Ray at Uber

Explore large-scale deep learning challenges at Uber and learn how Ray addresses infrastructure hurdles in compute, network, and storage for ML applications.

• YouTube
• 33 minutes
• On-Demand
• Free Video

BigDL 2.0 - Seamlessly Scaling End-to-End AI Pipelines at Intel

Aprenda a construir e escalar pipelines de IA de ponta a ponta usando BigDL 2.0, acelerando projetos de IA e aproveitando ao máximo os recursos de hardware disponíveis.

• YouTube
• 26 minutes
• On-Demand
• Free Video

A Cross-Platform, Cross-Tool Ray on Kubernetes Deployment

Deploy Ray, Spark, Dask, and Jupyter on mixed-architecture Kubernetes clusters. Learn cross-building containers, handling Ubuntu versions, and glibc versioning for heterogeneous Ray clusters.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Graphs at Scale with Ray for AI in Manufacturing

Explore graph technologies for AI in manufacturing, leveraging Ray for scalable solutions. Learn integration of graph models, NLP, and deep learning for industrial applications.

• YouTube
• 33 minutes
• On-Demand
• Free Video

BigDL 2.0 - Seamlessly Scaling End-to-End AI Pipelines

Seamlessly scale end-to-end AI pipelines with BigDL 2.0, exploring its capabilities for efficient and scalable artificial intelligence workflows.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Building and Deploying Real-World ML Models with Ray and Weights & Biases

Discover how to leverage Ray and Weights & Biases for scalable MLOps, hyperparameter optimization, and real-world ML model deployment through case studies and practical insights.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Evaluating Large Language Models with Ray in Hybrid Cloud

Explore large language model evaluation using Ray in hybrid cloud environments. Learn auto-scaling, resource management, and unified workflows for efficient multi-task assessment across diverse domains.

• YouTube
• 29 minutes
• On-Demand
• Free Video

SkyML: Infra-less Machine Learning on Any Cloud

Explore SkyML for simplified, high-performance machine learning across clouds. Leverage best-of-breed accelerators, spot instances, and automatic resource management for cost-effective ML applications.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Operationalizing Ray Serve on Kubernetes

Discover a new declarative REST API for Ray Serve, enabling seamless configuration and updates of applications within your MLOps lifecycle on Kubernetes.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Scaling Training and Batch Inference - A Deep Dive into Ray AIR's Data Processing Engine

Dive into Ray AIR's data processing engine for efficient ML pipeline scaling. Learn distributed data sharding, parallel I/O, GPU optimization, and autoscaling for improved performance and scalability.

• YouTube
• 44 minutes
• On-Demand
• Free Video

Large-Scale Deep Learning to Augment Production RL Workloads at Riot Games

Learn to leverage large-scale deep learning for building game bots, predicting outcomes, and optimizing training processes in game development. Explore supervised learning techniques and scaling with Ray tools.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Cruise.data - A New Dataset Processing Pipeline for Cruise ML

Explore Cruise.data, a novel ML data pre-processing framework combining tf.data, PyTorch, and large-scale processing capabilities for efficient and scalable dataset handling in autonomous vehicle development.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Production RL and Decision-Making with RLlib

Learn to implement production-ready reinforcement learning and decision-making systems using RLlib, exploring real-world applications, challenges, and best practices.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Large-Scale Distributed Training with TorchX and Ray

Learn to launch elastic large-scale distributed training jobs using TorchX and Ray, overcoming traditional barriers and simplifying the transition from research to production.

• YouTube
• 31 minutes
• On-Demand
• Free Video