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Reinforcement learning sessions at Ray Summit: A guided tour

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Biggest takeaways from our RL tutorial: Long-term rewards, offline RL, and more

Amog Kamsetty

Displaying [New York City Yellow Taxi](https://www1.nyc.gov/site/tlc/about/tlc-trip-record-data.page) ride volumes, with 1 week hourly forecast.  Blue=observed, Orange=predicted, per validation dataset.  Forecast generated using Google’s Temporal Fusion Transformer algorithm implemented by Pytorch forecasting, and parallelized by Ray for faster runtime, either on a laptop or on any cloud.  Image by Author.  

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Time Series Forecasting using an LSTM version of RNN with PyTorch Forecasting and Torch Lightning

New York City Yellow Taxi ride volumes per location 

Scaling Time Series Forecasting on Ray: ARIMA and Prophet on Ray

Google + Anyscale

Google Cloud Integrates Anyscale's RayTurbo with GKE

Simplifying AI Development at Scale: Google Cloud Integrates Anyscale's RayTurbo with GKE

Deploy DeepSeek R1 on Anyscale for full control, seamless scalability, and optimized performance across any cloud or accelerator — without vendor lock-in.

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Deploying DeepSeek R1 on Anyscale

At Ray Summit 2024, we brought together AI experts and practitioners to dive into the future of distributed AI and scalable machine learning.

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Ray Summit 2024: Breaking Through the AI Complexity Wall

Explore the new and improved Anyscale Workspaces. Get advanced observability features so you spend less time on busywork and more time building AI apps.

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Explore Anyscale’s New UX

Anyscale’s New User Experience: A Comprehensive Overview

With Anyscale on AWS Marketplace, you can build, scale, and optimize AI/ML and Generative AI—all within the trusted AWS cloud environment.

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Anyscale Available on AWS Marketplace

Anyscale Now Available on AWS Marketplace and Achieves Generative AI Competency

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