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#Anyscale

Showing: 27 courses
Anyscale

Optimized AI Workloads on Anyscale with RayTurbo

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Discover how Ray optimizes AI workloads across diverse computing environments in this 40-minute conference talk. Explore Ray's evolution from a 2016 research project to a widely adopted framework used by leading AI organizations. Learn about Anyscale's A…
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1 Lesons
40 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Introduction to Model Deployment with Ray Serve

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Learn to deploy ML models using Ray Serve. Explore Ray Core APIs, create scalable architectures, and integrate with MLflow and FastAPI. Gain hands-on experience in distributed computing and model deployment.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Anyscale

Anyscale's Governance Suite for Scalable AI Platforms - Ray Summit 2024

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Explore Anyscale's Governance Suite for AI platforms, addressing security, controls, and productivity challenges in the era of Generative AI. Gain insights into sustainable AI practices for modern enterprises.
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1 Lesons
25 minutes
On-Demand
Free-Video
Anyscale

Roblox's Journey to Supporting Multimodality on vLLM - Ray Summit 2024

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Explore Roblox's integration of multimodal language models into vLLM, uncovering technical challenges and insights for developers seeking to enhance their LLM deployments with advanced AI capabilities.
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1 Lesons
30 minutes
On-Demand
Free-Video
Anyscale

Faster Model Serving with Ray and Anyscale - Ray Summit 2024

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Explore Ray Serve's capabilities for distributed model serving and deployment, focusing on Anyscale's solutions for large-scale AI models and the challenges of building AI applications in the era of generative AI.
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1 Lesons
31 minutes
On-Demand
Free-Video
Anyscale

Scaling Inference Deployments with NVIDIA Triton Inference Server and Ray Serve

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Explore the integration of Ray Serve and NVIDIA Triton Inference Server for enhanced ML model performance and scalability. Learn to optimize inference deployments using advanced tools and a new Python API.
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1 Lesons
32 minutes
On-Demand
Free-Video
Anyscale

Handshake's Approach to Content Tagging with vLLM and Anyscale

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Explore Handshake's journey in implementing vLLM-based content tagging using Anyscale, enhancing job feed performance and addressing growing LLM requirements through innovative internal tools and methodologies.
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1 Lesons
24 minutes
On-Demand
Free-Video
Anyscale

Accelerated LLM Inference with Anyscale - Ray Summit 2024

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Dive into Anyscale's latest LLM enterprise features and open-source contributions. Explore advancements in vLLM, including FP8 support and speculative decoding, doubling throughput and latency efficiency for improved inference performance.
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1 Lesons
30 minutes
On-Demand
Free-Video
Anyscale

Anyscale's Vision and Ray AI Compute Engine - Future of AI Scaling

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Discover Anyscale's vision for AI scaling with Ray, the AI Compute Engine. Explore cutting-edge solutions tackling AI workload management challenges, from compiled graphs to advanced governance suites.
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13 Lesons
1 hour 1 minute
On-Demand
Free-Video
Anyscale

Transforming the Physical World with AI - Samsara's Journey in Fleet Management Technology

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Explore how Samsara leverages Ray and Anyscale to revolutionize AI in fleet management. Discover the impact of AI across their entire pipeline, from training to deployment, and its transformative effects on physical operations.
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1 Lesons
20 minutes
On-Demand
Free-Video
Anyscale

From Data Engineering to MLOps: Building a Scalable ML Platform - Reverb's Evolution

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Discover how Reverb transformed their data engineering team into MLOps, exploring scalable ML platform development, developer experience optimization, and effective monitoring strategies using Ray and Anyscale.
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1 Lesons
12 minutes
On-Demand
Free-Video
Anyscale

GenAI for Enterprises - Practical Considerations From Pilot to Scale

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Explore practical considerations for implementing GenAI in enterprises, from pilot to scale. Address challenges and learn successful approaches for large-scale AI deployment.
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7 Lesons
12 minutes
On-Demand
Free-Video
Anyscale

Real-Time Vectorization for Transactional Workloads with MongoDB Atlas and Anyscale

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Explore real-time vectorization for transactional workloads using MongoDB Atlas and Anyscale, liberating data and enabling innovation with advanced models at scale.
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1 Lesons
13 minutes
On-Demand
Free-Video
Anyscale

Running ML Workloads with AWS Purpose-Built ML Accelerators and Ray

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Discover AWS Trainium and Inferentia ML accelerators for high-performance, cost-effective Generative AI in the cloud. Explore native support for these accelerators in Ray.
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1 Lesons
13 minutes
On-Demand
Free-Video
Anyscale

Production RL and Decision-Making with RLlib

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Learn to implement production-ready reinforcement learning and decision-making systems using RLlib, exploring real-world applications, challenges, and best practices.
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19 Lesons
29 minutes
On-Demand
Free-Video
Anyscale

Managed Cloud Infrastructure for LLMs

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Explore solutions for LLM infrastructure challenges, including cost reduction, GPU availability, scalability, and cloud resource management. Learn to accelerate AI development and deployment.
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1 Lesons
21 minutes
On-Demand
Free-Video
Anyscale

OneDigital ML Platform: Unleashing the Power of Machine Learning at Scale

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Explore OneDigital's journey in building a scalable ML platform using Ray and Anyscale. Learn about architecture, strategies, and retail use cases for advanced ML models.
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1 Lesons
27 minutes
On-Demand
Free-Video
Anyscale

Scaling AI Health Assistants: Challenges and Solutions

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Explore challenges and solutions in scaling AI health assistants, focusing on model management, state persistence, and system reliability. Learn key principles for building scalable AI products using Ray.
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1 Lesons
28 minutes
On-Demand
Free-Video
Anyscale

Lessons From Fine-Tuning Llama-2

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Explore insights from fine-tuning Llama-2 for specialized applications. Learn setup, infrastructure, and efficiency techniques to outperform GPT-4 in specific scenarios using Anyscale and Ray.
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1 Lesons
29 minutes
On-Demand
Free-Video
Anyscale

Developing and Serving RAG-Based LLM Applications in Production

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Learn to develop, evaluate, and scale RAG-based LLM applications for production, including advanced topics like hybrid routing to bridge the gap between open-source and closed LLMs.
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1 Lesons
29 minutes
On-Demand
Free-Video
MLOps.community

Scalable Evaluation and Serving of Open Source LLMs

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Explore challenges and solutions for serving open-source LLMs in production, focusing on scalable evaluation and deployment strategies.
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1 Lesons
35 minutes
On-Demand
Free-Video
MLOps.community

Building RAG-based LLM Applications for Production - LLMs III Talk

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Develop and deploy scalable RAG-based LLM applications. Learn to handle data loading, preprocessing, embedding, and serving on clusters. Explore Anyscale Endpoints for cost-effective open-source model serving.
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1 Lesons
30 minutes
On-Demand
Free-Video
Anyscale

Making Your Enterprise GenAI Ready and GenAI Enterprise Ready

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Prepare your organization for GenAI challenges and opportunities. Learn best practices for integrating GenAI capabilities with enterprise security, privacy, and guardrails. Explore Google Cloud's innovative GenAI solutions for enterprise environments.
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1 Lesons
30 minutes
On-Demand
Free-Video
Anyscale

Easily Scale to Production-Ready Generative AI with NVIDIA and Anyscale

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Scale generative AI to production with NVIDIA and Anyscale's partnership. Learn how their combined technologies optimize performance, lower costs, and enable secure deployment of AI services at scale.
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1 Lesons
30 minutes
On-Demand
Free-Video
Anyscale

Scalable and Cost-Efficient AI Workloads with AWS and Anyscale

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Learn to scale and productionize GenAI and LLM workloads cost-effectively using AWS compute instances and Anyscale's capabilities for ambitious AI projects.
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1 Lesons
35 minutes
On-Demand
Free-Video
Anyscale

Optimizing LLM Inference with AWS Trainium, Ray, vLLM, and Anyscale

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Explore cost-effective LLM inference scaling using AWS accelerators, Ray, vLLM, and Anyscale. Learn to build a complete stack on EKS and leverage advanced cluster management for enterprise-grade GenAI workloads.
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1 Lesons
46 minutes
On-Demand
Free-Video
MLOps.community

ML Scalability Challenges in Machine Learning - MLOps Coffee Session

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Explore ML scalability challenges with Anyscale's Head of Engineering. Gain insights on large-scale computing, attention-based models, and the balance between big and small data in machine learning.
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20 Lesons
1 hour
On-Demand
Free-Video