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OpenAI Gym Introduction and Improvement (i) GYM environment construction and the simplest RL agent

OpenAI Gym is a toolkit for developing and comparing RL algorithms that is compatible with other numerical computing libraries, such as TensorFlow or Theano libraries. The Python language is now primarily supported and will be supported in other languages later. The gym document is in Https://gym.openai.com/docs.OpenAI Gym

OpenAI Gym Learning

The previous blog introduced OpenAI Gym, OpenAI Gym and intensive learning as well as OpenAI Gym installation, and then run a demo to experience OpenAI

OpenAI Gym Learning

Observation (observations) The previous blog introduced the use of OpenAI Gym's cartpole (inverted pendulum) demo, if you want to do in each step better than taking random action, then the actual understanding of the impact of action on the environment may be good.The step function of the environment returns the required information, and the step function returns four values observation, reward, done, info, and here is the specific information: Obser

In the face of the most vegetables TI team, OpenAI in the Dota2 lose no fight against the power

put out, but will 1v1 success in 5v5 copy, OpenAI not full of certainty. Before actually starting to train the bot, the research team did a lot of preparatory work:For example, maximizing the use of CPU and GPU to speed up large-scale training, time is money, OpenAI finally used the 128,000 CPU core and 256 GPU to support the calculation, so that the AI every day to play tens of thousands of game games, da

OpenAI Open source Robot simulation Python Library, parallel simulation processing speed increased by 400%

10000da.cnvboyule.cnjiaeidaypt.cnIn the past year of research, the OpenAI team has open source a high-performance Python library for robotic simulations developed using Mujocoengine. Lei Feng Network learned that the Python library is one of the core tools for OpenAI team to learn more about robotics, and now the team is releasing the mujoco-py (Mujoco bindings for Python 3) as a major version of Mujoco. Mu

Understanding Point OpenAI and the frontier of deep learning research

ObjectiveOpenAI is an AI company founded at the end of 2015, led by Elon Musk, claimed to have a 1 billion-dollar investment, composed of several top players in artificial intelligence. This basically means a new DeepMind company was born, but this time the OpenAI is an organization that does not belong to any company.Why do you want to know OpenAI?Because OpenAI's research largely represents the research d

Why DeepMind and OpenAI learn to play games with deep reinforcement

Do you know DeepMind?Probably know, after all, that the company has had two major events in recent years:1. By Google acquisition2. Spent a lot of resources to teach the computer Weiqi, and beat the current all known go top players Then you probably know that DeepMind in 13 sent a paper called "Playing Atari with Deep reinforcement Learning". This paper is about how DeepMind teaches computers to play Atari games. But what you may not know is why DeepMind to teach computers to play games. Well, y

2018-05-11-Machine learning Environment Installation-i7-gtx960m-ubuntu1804-cuda90-cudnn712-tf180-keras-gym-atari-box2d

driver as soon as possible, in order to upgrade to cuda8/9/:, to use the matching TF/CUDNN, old hardware n card is still used! This is only a successful case of my hardware software configuration, for the care reference, does not mean that the principle and other hardware and software configuration can be successful, but also to try to!!! In addition, I cuda a few patches forgot to install, it is estimated that it modified compatibility and bugs, and currently no other proble

Issues in using Gym-gazebo in Ubuntu 14.04

Tags: User errors ide Set UI not ISS color viewOverviewOpenai-gym (Git Repo) provides a great toolkit and a playgroud for the in deep reinforcement learning. Furtherly, Gym-gazebo (Git Repo), based on Openai-gym, simplies Ros/gazebo user on transferring OpenAI tools into gaz

Gym-100801d:distribution in Metagonia (mathematics)

Test Instructions: given an n, let you split it into the sum of a number of only 2 and 3, and there is no multiple relationship between 22, such as 10=4+6.idea: that is, the power of the 2 factor is incremented, the power of the 3 factor decreases, or vice versa.For the current n, we split the number to num=2^x*3^y; meet 2^x| N, and Y Max, and then continue splitting the n-num. Not difficult to launch, N-num is an even, and contains at least x+1 2 of the product, then the power of the N-num 2

The diameter of the gym-101522b tree

gym-101522b Test Instructions: Give a tree, then create a new edge in the way given, and then build a layer of edges until you can build it. Ask how many hours, every one hours can build an edge, can be multi-threaded build. Ideas: Drawing can find the law, the worst case is that n points is a linear, then the time will be the longest, according to the linear law found that its length and time is twice times the increment, each new hour can be on the

Codeforces Gym Hello Div1 B and Div2 D

codeforces Gym Hello Div1 B and Div2 Dcodeforces Gym 100571 problem Dproblemto a graph gLimitsTime Limit (ms):Memory Limit (MB):| v|, | e|: [1, 10^5]X, S: [1, | v| ]L: [1, 10^9]| c|: [1, 10^5]Q: [1, 10^5]SolutionThe V= Morewithout losing its generality, assuming that the current minimum edge of now is updated, if now.minlen+e.lenNow.minlen+e.len>=to.minlen and Now.minlen+e.lenComplexityTime Complexity:o (k*

Gym Class (topological sort)

Gym ClassTime limit:6000/1000 MS (java/others) Memory limit:65536/65536 K (java/others) total submission (s): 628 Accepted S Ubmission (s): 244Problem description is well known, the degree bears like all kinds of sports activities.Today, it finally became the dream of the physical education teacher. For the first time in class, it found an interesting thing. Before class, all the classmates have to be lined up, assuming that at first everyone has a un

Gym 100801G Graph topology sequencing

Http://codeforces.com/gym/100801/attachmentsUse set to maintain the zero-in point, one edge at a time with the current pointer and the next pointerBlogging just to commemorate the first time with set, and my lost 4 hours of youthPs.iterator in iterators do not change XJB#include #include#include#include#include#include#includeSet>using namespacestd;intn,m,k;Setint>s;intf[200000],g[200000];intsum[200000],tot,sedge;structPoint {intTo,next;} e[10000000];

Codeforces Gym 100513M M. Variable shadowing violence

Time Limit:20 SecMemory limit:256 MBTopic ConnectionHttp://codeforces.com/gym/100513/problem/MDescriptionIn computer programming, variable shadowing occurs when a variable declared within a certain scope have the same name a s a variable declared in an outer scope. The outer variable is said to being shadowed by the inner variable, and this can leads to a confusion. If multiple outer scopes contain variables with the same name, the variable in the nea

Gym 101102J --- Divisible Numbers, strong heart 101102

Gym 101102J --- Divisible Numbers, strong heart 101102 Question Link Http://codeforces.com/gym/101102/problem/J DescriptionStandard input/output You are given an arrayAOf integers of sizeN, AndQQueries. For each query, you will be given a set of distinct integersSAnd two integersLAndRThat represent a range in the array. Your task is to count how many numbers in the given range are divisible by at least o

Gym 100917J --- dir, gym100917j --- dir

Gym 100917J --- dir, gym100917j --- dir Question Link Http://codeforces.com/gym/100917/problem/D Problem description Famous Berland coder and IT manager Linus Gates announced his next proprietary open-source system "Winux 10.04 LTS" In this system command "dir-C" prints list of all files in the current catalog in multicolumn mode. Lets define the multicolumn mode for number of linesL. Assume that filenames

Codeforces Gym 100492A (convex packet, ingenious algorithm)

Test instructions: To a convex hull, containing n points, to remove each point and then to find the convex hull, the average of points on the convex packet. Output in the simplest form of p/q, initially q=n. The topic requires that the convex hull is not allowed to have two adjacent edges parallel.Link: http://codeforces.com/gym/100492 a questionSolution: I see no idea, may think of the enumeration to delete each point, its left point to the right poi

Codeforces Gym 100500C D.hall of Fame sort

Hall of FameTime Limit:20 SecMemory limit:256 MBTopic ConnectionHttp://codeforces.com/gym/100500/attachmentsDescriptionIt is the second day of the IBM Chill Zone, and it is the time for distributing the prizes. Unfortunately due to unknown reasons, the organizing committee can only buy T-shirts to the contestants or give them D dol Lars in cash. The T-shirts factory only permitted them to order a single bulk of T-shirts of the same size where a single

Codeforces Gym 100610 problem A. Alien Communication Masterclass Construction

Problem A. Alien Communication MasterclassTime Limit:1 SecMemory limit:256 MBTopic Connection http://codeforces.com/gym/100610DescriptionAndrea is a famous science fiction writer, who runs masterclasses for her beloved readers. The most popular one are the Alien Communication Masterclass (ACM), where she teaches how to behave if you encounter Alien Life forms or at least alien artifacts. One of the lectures concerns retrieving useful information based

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