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klotz: deep learning* + reinforcement learning*

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1. How to train your large language model: A new technique speeds up the process

   This article discusses the process of training a large language model (LLM) using reinforcement learning from human feedback (RLHF) and a new alternative method called Direct Preference Optimization (DPO). The article explains how these methods help align the LLM with human expectations and make it more efficient.

   2024-05-15 Tags: llm, reinforcement learning, human feedback, openai, chatgpt, rlhf, dpo, training by klotz
2. How Good Are the Latest Open LLMs? And Is DPO Better Than PPO?

   This article discusses the latest open LLM (large language model) releases, including Mixtral 8x22B, Meta AI's Llama 3, and Microsoft's Phi-3, and compares their performance on the MMLU benchmark. It also talks about Apple's OpenELM and its efficient language model family with an open-source training and inference framework. The article also explores the use of PPO and DPO algorithms for instruction finetuning and alignment in LLMs.

   2024-05-13 Tags: llms, mixtral, mixtral 8x22b, llama 3, phi-3, openelm, ppo, dpo, reinforcement learning, human feedback by klotz
3. What is Infra-Bayesianism?

   2024-02-13 Tags: lesswrong, alignment, reinforcement learning, infra-bayesian by klotz
4. Deep Few-shot Anomaly Detection. Harnessing a few labeled anomaly… | by Guansong Pang | Nov, 2020 | Towards Data Science

   2020-11-10 Tags: anomaly detection, few-shot, deep learning, reinforcement learning by klotz
5. 3 skills to master before reinforcement learning (RL)

   2020-04-12 Tags: reinforcement learning by klotz
6. Control What You Can: Reinforcement Learning with Task Planning!

   2020-04-09 Tags: machine learning, reinforcement learning, ai, planning by klotz
7. Dopamine and temporal difference learning: A fruitful relationship between neuroscience and AI | DeepMind

   2020-01-16 Tags: deepminf, reinforcement learning by klotz
8. An algorithm that learns through rewards may show how our brain does too

   2020-01-15 Tags: reinforcement learning, machine learning, dopamine, neuroscience by klotz
9. Reinforcement learning is going mainstream. Here’s what to expect.

   2019-06-11 Tags: reinforcement learning by klotz
10. Reinforcement Learning with Prediction- Based Rewards

    2019-04-12 Tags: reinforcement learning, deep learning, curiosity by klotz

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