RL

强化学习让我以另一种方式玩游戏吧

深度强化学习训练智能体：超级玛丽

DQN in Pytorch Stream 3 of N | Atari Breakout + Logging and Monitoring

DeepMind Made A Superhuman AI For 57 Atari Games! 🕹 Two Minute Papers

Python Flappy Bird AI Tutorial (with NEAT) - Creating the Bird

A.I. Flappy Bird without Libraries from SCRATCH (Python/PyCharm) Max Teaches Tech

How to Solve a Basic Reinforcement Learning Example | RL Hello World

An introduction to Reinforcement Learning

平台

腾讯开悟(s, )

Reinforcement Learning(quora, )

TutsNode.com

OpenAI

OpenAI(site, git, Baselines, GPT-3) openai Research index s

OpenAI CEO, CTO on risks and how AI will reshape society ABC News

Sam Altman: OpenAI CEO on GPT-4, ChatGPT, and the Future of AI | Lex Fridman Podcast #367

Breakthrough potential of AI | Sam Altman | MIT 2023 Imagination in Action

OpenAI CEO Sam Altman testifies at Senate artificial intelligence hearing | full video CBS News

LIVE: OpenAI CEO Sam Altman testifies during Senate hearing on AI oversight — 05/16/23 CNBC Television

Open AI CEO第一次国会听证会内容介绍 Jeff科技视角

UP

Yuxi Li(u, )

Code Bullet(u, )

ClarityCoders u

Greer Viau(u, )

DeepMind u

Machine Learning with Phil u

Lex Fridman u

蓝仔的十八般武艺抖音号： lanzai8888

Shusen Wang u en

AI探长　抖音号： AITanzhang

Yifei Hu u

Emergent Garden u

学渣程序员抖音号：67129424878

Edan Meyer u

AI Prism u

Saasha Nair u

Pourquoi (布瓜的世界) u

课程

强化学习基础(本科课程)-北京邮电大学刘先生

秒懂强化学习 Reinforcement Learning 莫烦Python

强化学习 Reinforcement Learning Python 教学教程莫烦Python

什么是深度强化学习（DRL）？【知多少】 KnowingAI知智

什么是强化学习（Reinforcement Learning）？【知多少】KnowingAI知智

在Unity環境中訓練強化學習AI！ AI葵

Tim & Heinrich — Democraticizing Reinforcement Learning Research Weights & Biases

Train AI to Play Snake – Reinforcement Learning Course (Python, PyTorch, Pygame) freeCodeCamp

Reinforcement learning with Snake-RL - Made with TensorFlow.js TensorFlow

Algorithmic SNAKES! (AI compilation) AlphaPhoenix

How does electricity find the "Path of Least Resistance"? AlphaPhoenix

贪吃蛇游戏数学算法人工智能AI创造世界纪录 Oziter茅哈密尔顿回路

代码编程 Oziter茅华容道

分步详解C语言贪吃蛇游戏大雄的公开课

【Python】60行搞定贪吃蛇小游戏 Bennett Poitier

【python游戏编程教程】【小白友好版】贪吃蛇 Stephanie_程序媛五子棋三子棋联机

我用30天写了一个完美的贪吃蛇AI 林亦LYi

MIT 6.S191: Reinforcement Learning Alexander Amini list

AI Learns to Play Normalized Nerd

Deep Maths - machine learning and mathematics Oxford Mathematics

Using AI to accelerate scientific discovery - Demis Hassabis (Crick Insight Lecture Series)

DeepMind

DeepMind x UCL | Reinforcement Learning Course 2018 DeepMind

Alpha Go weibin zhuang

CS885 Reinforcement Learning - Spring 2020 Pascal Poupart

CS885 Reinforcement Learning - Spring 2018 - University of Waterloo Pascal Poupart

CS234: Reinforcement Learning

深度强化学习完整版-2020秋-UC Berkeley CS285 by Sergey Levine Math4AI

Reinforcement Learning with Python(Nicholas Renotte)

A.I. Learns to play Flappy Bird(Code Bullet)

AI Learns to play... Code Bullet

AI is programmed to play... Code Bullet

AI Plays Flappy Bird - NEAT Python Tech With Tim

Python Pong AI Tutorial - Using NEAT Tech With Tim

Neural Network Learns to Play Snake Greer Viau

Reinforcement Learning Yannic Kilcher RE•WORK NPTEL-NOC IITM

Reinforcement Learning - Goal Oriented Intelligence deeplizard

Reinforcement Learning - Developing Intelligent Agents deeplizard

MarI/O - Machine Learning for Video Games SethBling

MarIQ -- Q-Learning Neural Network for Mario Kart -- 2M Sub Special SethBling

Reinforcement Learning - David Silver

Reinforcement Learning by David Silver 道法自然

Reinforcement Learning - Emma Brunskill | Stanford - OnlineHub Rahul Madhavan

reinforcement learning Matlab Raony Maia Fontes

秒懂强化学习 Reinforcement Learning 莫烦Python

强化学习基础(张志华)-北京大学刘先生

深度强化学习基础 Shusen Wang

决胜AI-强化学习实战系列视频课程唐宇迪网易云课堂

讓人工智慧玩捉迷藏，最後居然發展出連人類都想不到的策略!? | 一探啾竟第80集 | 啾啾鞋

OpenAI Plays Hide and Seek…and Breaks The Game! 🤖 Two Minute Papers

這是我看過最廢的人工智慧了... 啾啾鞋

CS 294-112 Deep Reinforcement Learning UC Berkeley coursehero eecs CAL ESG - EECS reddit

Python Bots Playing Games and More!! ClarityCoders

A.I. Battles ClarityCoders

Python Reinforcement Learning using Gymnasium – Full Course freeCodeCamp

Reinforcement Learning Course: Intro to Advanced Actor Critic Methods freeCodeCamp

Reinforcement Learning Course - Full Machine Learning Tutorial freeCodeCamp

Python AI Learns to Play the Chrome Dinosaur Game | Made with Pygame and NEAT enigma git

Build a Chrome Dino Game AI Model with Python | AI Learns to Play Dino Game Nicholas Renotte

Python A.I. (N.E.A.T.) Max teaches Tech

Chrome Dinosaur in Pygame Max teaches Tech

Pygame Tutorials Max teaches Tech

Python AI Learns To Play Flappy Bird! | Python NEAT and Pygame enigma git

Flappy Bird Tutorial Max teaches Tech

Intro to Reinforcement Learning 强化学习纲要 Bolei Zhou git

Reinforcement Learning sentdex

Reinforcement Learning with Stable Baselines 3 sentdex

Physics Simulator w/ Robot Dog sentdex

Starcraft 2 AI sentdex

永不坠落的小鸟—游戏中的人工智能开发者学堂

An introduction to Reinforcement Learning Arxiv Insights

Reinforcement Learning with sparse rewards Arxiv Insights

An introduction to Policy Gradient methods - Deep Reinforcement Learning Arxiv Insights

Learning to Walk via Deep Reinforcement Learning Jie Tan

Equivariant RL Simons Institute

What is the Statistical Complexity of Reinforcement Learning?

强化学习的统计复杂性

Simons Institute

AI Learns To Draw New Pokemon Jabrils

Making My First Machine Learning Game Jabrils

Advanced Topics in Reinforcement Learning DeepPavlov

This AI Learned Boxing…With Serious Knockout Power! 🥊 Two Minute Papers

Control Strategies for Physically Simulated Characters Performing Two-player Competitive Sports Meta Research

Deep Reinforcement Learning in Python Tutorial - A Course on How to Implement Deep Learning Papers freeCodeCamp

Q Learning In Reinforcement Learning | Q Learning Example | Machine Learning Tutorial | Simplilearn

Artificial Intelligence Lessons Dr. Daniel Soper

Reinforcement Learning Steve Brunton

Reinforcement learning with TensorFlow Agents TensorFlow

TensorFlow and deep reinforcement learning, without a PhD (Google I/O '18) TensorFlow

The fastest matrix multiplication algorithm Dr. Trefor Bazett

Deep Reinforcement Learning: CS 285 Fall 2021 (UC Berkeley) RAIL

Deep Reinforcement Learning: CS 285 Fall 2020 RAIL

David Silver: AlphaGo, AlphaZero, and Deep Reinforcement Learning | Lex Fridman Podcast #86 Lex Fridman

AI's Game Playing Challenge - Computerphile

Google's Deep Mind Explained! - Self Learning A.I. ColdFusion

Teach AI To Play Snake! Reinforcement Learning With PyTorch and Pygame Python Engineer

Download Practical AI with Python and Reinforcement Learning tut4dev

NVIDIA’s New AI Trained For 10 Years! But How? 🤺 Two Minute Papers

NVIDIA’s AI Plays Minecraft After 33 Years of Training! 🤖 Two Minute Papers

DeepMind Makes Prototyping Papers Easy with ACME Machine Learning with Phil

Deep Reinforcement Learning Tutorials - All Videos Machine Learning with Phil

Advanced Actor Critic and Policy Gradient Methods Machine Learning with Phil

Learning RL Algorithms via ML Edan Meyer

Research Talk: Dueling network architectures for deep reinforcement learning Stanford Scholar

Tutorial - Search Solutions 2020 - IRSG BCS Member Groups

혁펜하임의 “트이는” 강화 학습 (Reinforcement learning) 혁펜하임

Code Frozen Game Using Reinforcement Learning | OpenAI Gym | Python Project AI Sciences

Creating binance trading bot GUI | Python | Live trading AI Sciences

Fundamentals of Reinforcement Learning AI Sciences

深度強化學習簡介 (Deep Reinforcement Learning) Kuan-Ting Lai

Taipei Tech Deep Reinforcement Learning Kuan-Ting Lai

Ubisoft’s New AI: Breathing Life Into Games! Two Minute Papers

Superintelligence: Science or Fiction? | Elon Musk & Other Great Minds Future of Life Institute

Reinforcement Learning in 3 Hours

Reinforcement Learning Fundamentals Mutual Information

Reinforcement Learning AI Insights - Rituraj Kaushik

[Tutorialsplanet.NET] Udemy - Advanced AI Deep Reinforcement Learning in Python

[Tutorialsplanet.NET] Udemy - Artificial Intelligence Reinforcement Learning in Python

Reinforcement Learning Krish Naik

Data-driven Optimization Workshop: Deep Reinforcement Learning in Supply Chain Optimizations Microsoft Research

【强化学习的数学原理】课程视频合集（从零开始透彻理解强化学习）Aerial robotics @ Westlake University

Talk | 悉尼科技大学在读博士生胡思逸：MARLlib，全新的多智能体强化学习框架将门-TechBeat技术社区

Reinforcement Learning for Simple UAV Navigation Huy Pham

Reinforcement Learning: An Introduction pdf stanford Second edition, in progress

强化学习是一种机器学习的类型，涉及代理通过反复试验来学习如何在环境中做出决策。代理的目标是最大化由环境给出的奖励信号。代理学习采取导致最大可能奖励的行动，同时避免导致负面结果的行动。

Richard S. Sutton和Andrew G. Barto的《强化学习导论》一书全面介绍了强化学习领域。该书涵盖价值函数、蒙特卡罗方法、时序差分学习和策略梯度等主题。

该书的第一版于1998年出版，第二版目前正在编写中。第二版根据领域内最新进展更新了材料，并增加了有关深度强化学习和多智能体强化学习的新章节。

该书被广泛认为是关于强化学习的最权威的文本之一，并被该领域的研究人员和实践者用作参考。它适合本科和研究生学生，并为任何对学习或从事强化学习感兴趣的人提供了坚实的基础。

Learning From Passive Data Explained Edan Meyer

算法

DQN
Playing Atari with Deep Reinforcement Learning arxiv pdf pdf 2013.12
Reinforcement Learning - Ep. 30 (Deep Learning SIMPLIFIED) DeepLearning.TV
CURL: Contrastive Unsupervised Representations for Reinforcement Learning Machine Learning Street Talk

DQN

Playing Atari with Deep Reinforcement Learning arxiv pdf pdf 2013.12

Reinforcement Learning - Ep. 30 (Deep Learning SIMPLIFIED) DeepLearning.TV

CURL: Contrastive Unsupervised Representations for Reinforcement Learning Machine Learning Street Talk

RLHF
Reinforcement Learning from Human Feedback: From Zero to chatGPT HuggingFace
John Schulman - Reinforcement Learning from Human Feedback: Progress and Challenges Berkeley EECS
How ChatGPT works - From Transformers to Reinforcement Learning with Human Feedback (RLHF) John Tan Chong Min
RLHF+CHATGPT: What you must know Machine Learning Street Talk
AI Safety, RLHF, and Self-Supervision - Jared Kaplan \| Stanford MLSys #79 Stanford MLSys Seminars
【分享】State of GPT（GPT的现状）中文字幕精校版 \| Andrej Karpathy 微软Build大会精彩演讲 \| GPT状态和原理 \| 解密OpenAI模型训练最佳拍档
【機器學習 2023】(生成式 AI) Hung-yi Lee

RLHF

Reinforcement Learning from Human Feedback: From Zero to chatGPT HuggingFace

John Schulman - Reinforcement Learning from Human Feedback: Progress and Challenges Berkeley EECS

How ChatGPT works - From Transformers to Reinforcement Learning with Human Feedback (RLHF) John Tan Chong Min

RLHF+CHATGPT: What you must know Machine Learning Street Talk

AI Safety, RLHF, and Self-Supervision - Jared Kaplan | Stanford MLSys #79 Stanford MLSys Seminars

【分享】State of GPT（GPT的现状）中文字幕精校版 | Andrej Karpathy 微软Build大会精彩演讲 | GPT状态和原理 | 解密OpenAI模型训练最佳拍档

【機器學習 2023】(生成式 AI) Hung-yi Lee

PPO
RL — Proximal Policy Optimization (PPO) Explained medium
强化学习与ChatGPT：PPO 算法介绍和实际应用(中文介绍） Pourquoi (布瓜的世界)
Python Reinforcement Learning using Stable baselines. Mario PPO ClarityCoders

PPO

RL — Proximal Policy Optimization (PPO) Explained medium

强化学习与ChatGPT：PPO 算法介绍和实际应用(中文介绍） Pourquoi (布瓜的世界)

Python Reinforcement Learning using Stable baselines. Mario PPO ClarityCoders

Evolution
Google AI Simulates Evolution On A Computer! 🦖 Two Minute Papers

Evolution

Google AI Simulates Evolution On A Computer! 🦖 Two Minute Papers

具身智能 Embodied AI

游戏AI

Voyager
【人工智能】全新AI智能体Voyager \| 自己学会玩minecraft \| 全场景终身学习 \| 性能完胜AutoGPT \| 英伟达Nvidia最新发布 \| NPC取代人类玩家最佳拍档无梯度架构终身学习
arxiv MineDojo/Voyager
NVIDIA’s New AI Mastered Minecraft 15X Faster! Two Minute Papers

Voyager

arxiv MineDojo/Voyager

NVIDIA’s New AI Mastered Minecraft 15X Faster! Two Minute Papers

其他

DQN_HollowKnight(git, v, )

快手斗地主 DouZero(arxiv, git, s, reddit, paperswithcode, dczha, ) v

俄罗斯方块Tetris AI Learns to Play Tetris [Cocos Creator/TypeScript] Archi Tsai

Coding Adventure: Chess AI Sebastian Lague

How To Hack The Google Chrome Dinosaur Game [PYTHON] | Only 10 Lines Of Coding | Pyautogui | Numpy Know-How

Deep Reinforcement Learning in Python Tutorial　freeCodeCamp

AI's Game Playing Challenge - Computerphile

AlphaStar: The inside story DeepMind

David Silver: AlphaGo, AlphaZero, and Deep Reinforcement Learning | Lex Fridman Podcast #86 Lex Fridman

AlphaZero from Scratch – Machine Learning Tutorial freeCodeCamp

The story of AlphaGo DeepMind

AlphaGo full movie HD Zucci

阿尔法狗用什么算法击败李世石？《阿尔法围棋》 | 看电影了没

DeepMind AlphaStar Analysis and Impressions (StarCraft II) brownbear

StarCraft 2: Google DeepMind AlphaStar (A.I.) vs Pro Gamer! LowkoTV

Reinforcement Learning for Stock Prediction Siraj Raval

DeepMind's New AI: As Smart As An Engineer... Kind Of! 🤯 Two Minute Papers

Artificial Intelligence & Machine Learning ForrestKnight

Coding Challenge #71: Minesweeper The Coding Train

How to play Minesweeper Eric Buffington

Python Game Development Project Using OOP – Minesweeper Tutorial (w/ Tkinter) freeCodeCamp

蘑菇书 Easy RL 强化学习教程 s epubit datawhalechina/easy-rl errata db

alibaba/EasyReinforcementLearning

Reinforcement Learning in 3 Hours | Full Course using Python Nicholas Renotte

Discovering novel algorithms with AlphaTensor deepmind v

Deepmind AlphaTensor Algorithmic Discovery with AI | Paper + Code Simon Lermen AI

【線性代數 2022 (課程補充)】AlphaTensor: 用增強式學習 (Reinforcement Learning) 找出更有效率的矩陣相乘演算法 Hung-yi Lee

DRL, Deep Reinforcement Learning, 2018 Hung-yi Lee

ML Lecture 23-1: Deep Reinforcement Learning Hung-yi Lee

Machine Learning (Hung-yi Lee, NTU) Hung-yi Lee

This is a game changer! (AlphaTensor by DeepMind explained) Yannic Kilcher

AlphaFold 2 论文精读【论文精读】 Mu Li

Deep Reinforcement Learning with OpenAI Gym in Python NeuralNine

格斗之王！AI写出来的AI竟然这么强！林亦LYi

DeepMind’s AI Athletes Play In The Real World! Two Minute Papers colab

AirSim
AirSim是由微软开发的一个开源的模拟器，用于模拟无人机、汽车和机器人等各种类型的机器人的行为和环境。它提供了高度可定制的环境，允许用户在虚拟场景中测试各种机器人算法，包括视觉SLAM、路径规划、控制等等。 AirSim的最大特点是其高度逼真的图形渲染引擎和物理模拟引擎。它使用了虚幻引擎作为渲染引擎，并使用了现代计算机图形学技术来模拟各种物理现象，例如惯性、空气阻力、摩擦力等等，以使得机器人在仿真环境中的行为和现实世界中的行为尽量相似。 AirSim还提供了一套API，使得用户可以轻松地控制和监测机器人的状态。这些API可以用C++、Python和ROS等语言和框架进行访问。总之，AirSim为机器人研究和开发人员提供了一个快速、高效、低成本的测试平台，可以加速机器人技术的发展。
rl + 无人机

AirSim

AirSim是由微软开发的一个开源的模拟器，用于模拟无人机、汽车和机器人等各种类型的机器人的行为和环境。它提供了高度可定制的环境，允许用户在虚拟场景中测试各种机器人算法，包括视觉SLAM、路径规划、控制等等。

AirSim的最大特点是其高度逼真的图形渲染引擎和物理模拟引擎。它使用了虚幻引擎作为渲染引擎，并使用了现代计算机图形学技术来模拟各种物理现象，例如惯性、空气阻力、摩擦力等等，以使得机器人在仿真环境中的行为和现实世界中的行为尽量相似。

AirSim还提供了一套API，使得用户可以轻松地控制和监测机器人的状态。这些API可以用C++、Python和ROS等语言和框架进行访问。

总之，AirSim为机器人研究和开发人员提供了一个快速、高效、低成本的测试平台，可以加速机器人技术的发展。

rl + 无人机

16MB

Bilgin E. Mastering Reinforcement Learning with Python 2021.pdf

pdf

最后更新于8个月前