Description: Further DetailsTitle: Deep Reinforcement Learning with PythonCondition: NewFormat: PaperbackSubtitle: RLHF for Chatbots and Large Language ModelsEAN: 9798868802720ISBN: 9798868802720Edition: Second EditionPublisher: APressRelease Date: 07/15/2024Description: Gain a theoretical understanding to the most popular libraries in deep reinforcement learning (deep RL). This new edition focuses on the latest advances in deep RL using a learn-by-coding approach, allowing readers to assimilate and replicate the latest research in this field. New agent environments ranging from games, and robotics to finance are explained to help you try different ways to apply reinforcement learning. A chapter on multi-agent reinforcement learning covers how multiple agents compete, while another chapter focuses on the widely used deep RL algorithm, proximal policy optimization (PPO). You'll see how reinforcement learning with human feedback (RLHF) has been used by chatbots, built using Large Language Models, e.g. ChatGPT to improve conversational capabilities. You'll also review the steps for using the code on multiple cloud systems and deploying models on platforms such as Hugging Face Hub. The code is in Jupyter Notebook, which canbe run on Google Colab, and other similar deep learning cloud platforms, allowing you to tailor the code to your own needs. Whether it’s for applications in gaming, robotics, or Generative AI, Deep Reinforcement Learning with Python will help keep you ahead of the curve.What You'll Learn Explore Python-based RL libraries, including StableBaselines3 and CleanRL Work with diverse RL environments like Gymnasium, Pybullet, and Unity MLUnderstand instruction finetuning of Large Language Models using RLHF and PPOStudy training and optimization techniques using HuggingFace, Weights and Biases, and Optuna Who This Book Is For Software engineers and machine learning developers eager to sharpen their understanding of deep RL and acquire practical skills in implementing RL algorithms fromscratch. Language: EnglishCountry/Region of Manufacture: DEItem Height: 254mmItem Length: 178mmAuthor: Nimish SanghiGenre: Computing & InternetType: EducationRelease Year: 2024 Missing Information?Please contact us if any details are missing and where possible we will add the information to our listing.
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Format: Paperback
Book Title: Deep Reinforcement Learning with Python
Publication Name: Deep Reinforcement Learning with Python
Title: Deep Reinforcement Learning with Python
Subtitle: RLHF for Chatbots and Large Language Models
EAN: 9798868802720
ISBN: 9798868802720
Edition: Second Edition
Publisher: APress
Release Date: 07/15/2024
Release Year: 2024
Language: English
Country/Region of Manufacture: DE
Item Height: 254mm
Item Length: 178mm
Author: Nimish Sanghi
Genre: Computing & Internet
Type: Education
