Remove writing bandits
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Open Source Vizier: Towards reliable and flexible hyperparameter and blackbox optimization

Google Research AI blog

The use of the ubiquitous gRPC library, which is compatible with most programming languages, such as C++ and Rust, allows maximum flexibility and customization, where the user can also write their own custom clients and even algorithms outside of the default Python interface.

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Pixar AI movie posters: What if the best IMDb movies were made by Pixar

Dataconomy

The film is about The lives of two mob hitmen, a boxer, a gangster and his wife, and a pair of diner bandits. Write the name of the movie on the poster. Write the name of the movie on the poster Schindler’s List Pixar AI movie poster’s prompt : Generate a Pixar-style poster about Schindler’s List.

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How ChatGPT actually works

AssemblyAI

Data collection: a list of prompts is selected and a group of human labelers are asked to write down the expected output response. The environment is a bandit environment which presents a random prompt and expects a response to the prompt. The researchers who design the study and write the labeling instructions.

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Rethinking the Role of PPO in RLHF

BAIR

These systems can respond to complex user queries, write code, and even produce poetry. Large Language Models (LLMs) have powered increasingly capable virtual assistants, such as GPT-4 , Claude-2 , Bard and Bing Chat. The technique underlying these amazing virtual assistants is Reinforcement Learning with Human Feedback ( RLHF ).

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Rethinking the Role of PPO in RLHF

BAIR

These systems can respond to complex user queries, write code, and even produce poetry. Large Language Models (LLMs) have powered increasingly capable virtual assistants, such as GPT-4 , Claude-2 , Bard and Bing Chat. The technique underlying these amazing virtual assistants is Reinforcement Learning with Human Feedback ( RLHF ).

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Organizing ML Monorepo With Pants

The MLOps Blog

However, writing code that is clean, easy to read, and maintain might not always be their strongest side. Think about all the actions, other than writing code, that the different teams developing different projects within the monorepo take as part of their development workflow. Build system: Why do you need one and how to choose it?

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