René's URL Explorer Experiment


Title: GitHub - tensorflow/agents at v0.13.0 · GitHub

Open Graph Title: GitHub - tensorflow/agents at v0.13.0

X Title: GitHub - tensorflow/agents at v0.13.0

Description: TF-Agents: A reliable, scalable and easy to use TensorFlow library for Contextual Bandits and Reinforcement Learning. - GitHub - tensorflow/agents at v0.13.0

Open Graph Description: TF-Agents: A reliable, scalable and easy to use TensorFlow library for Contextual Bandits and Reinforcement Learning. - tensorflow/agents

X Description: TF-Agents: A reliable, scalable and easy to use TensorFlow library for Contextual Bandits and Reinforcement Learning. - tensorflow/agents

Opengraph URL: https://github.com/tensorflow/agents/tree/v0.13.0

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository/tree/*name(/*path)
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:70558701-3eaa-3cf1-5a8e-a6a3fea8cdbe
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idDF0C:2CAFF1:372BF56:490DFC1:6A65570C
html-safe-nonceaae8e74cc2c5483d274b9c21b927a6eefb140f683f9d5beca48da360f987ddce
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJERjBDOjJDQUZGMTozNzJCRjU2OjQ5MERGQzE6NkE2NTU3MEMiLCJ2aXNpdG9yX2lkIjoiMzA2MzEyNzkwNDMzNjg3MTYiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac28b66c79617978b49d4f19ff9562d78fa2a4a909f426a89c90a93df9455d207a
hovercard-subject-tagrepository:157936206
github-keyboard-shortcutsrepository,source-code,file-tree,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location///files/disambiguate
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/tensorflow/agents/tree/v0.13.0
twitter:imagehttps://opengraph.githubassets.com/cd52d38310a8c7ab9c06e50d79b02873580794138d209b46c987749de656f86b/tensorflow/agents
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/cd52d38310a8c7ab9c06e50d79b02873580794138d209b46c987749de656f86b/tensorflow/agents
og:image:altTF-Agents: A reliable, scalable and easy to use TensorFlow library for Contextual Bandits and Reinforcement Learning. - tensorflow/agents
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None52c76df668885aaff23b50bdca1fa1ea44ac9c1553e888ebc70ff1e4daa4625b
turbo-cache-controlno-cache
go-importgithub.com/tensorflow/agents git https://github.com/tensorflow/agents.git
octolytics-dimension-user_id15658638
octolytics-dimension-user_logintensorflow
octolytics-dimension-repository_id157936206
octolytics-dimension-repository_nwotensorflow/agents
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id157936206
octolytics-dimension-repository_network_root_nwotensorflow/agents
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release309153364422b3c499922d1a2a6404910a58ed8e
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/tensorflow/agents/tree/v0.13.0#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Ftensorflow%2Fagents%2Ftree%2Fv0.13.0
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub Copilot appDirect agents from issue to mergehttps://github.com/features/ai/github-app
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
Code QualityEnforce quality at mergehttps://github.com/features/code-quality
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
View all resourceshttps://github.com/resources
GitHub SponsorsFund open source developershttps://github.com/open-source/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/open-source/accelerator
GitHub Starshttps://stars.github.com
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/enterprise/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Ftensorflow%2Fagents%2Ftree%2Fv0.13.0
Sign up https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E%2Ffiles%2Fdisambiguate&source=header-repo&source_repo=tensorflow%2Fagents
Reloadhttps://github.com/tensorflow/agents/tree/v0.13.0
Reloadhttps://github.com/tensorflow/agents/tree/v0.13.0
Reloadhttps://github.com/tensorflow/agents/tree/v0.13.0
Please reload this pagehttps://github.com/tensorflow/agents/tree/v0.13.0
tensorflow https://github.com/tensorflow
agentshttps://github.com/tensorflow/agents
Notifications https://github.com/login?return_to=%2Ftensorflow%2Fagents
Fork 754 https://github.com/login?return_to=%2Ftensorflow%2Fagents
Star 3k https://github.com/login?return_to=%2Ftensorflow%2Fagents
Code https://github.com/tensorflow/agents/tree/v0.13.0
Issues 209 https://github.com/tensorflow/agents/issues
Pull requests 5 https://github.com/tensorflow/agents/pulls
Discussions https://github.com/tensorflow/agents/discussions
Actions https://github.com/tensorflow/agents/actions
Projects https://github.com/tensorflow/agents/projects
Security and quality 0 https://github.com/tensorflow/agents/security
Insights https://github.com/tensorflow/agents/pulse
Code https://github.com/tensorflow/agents/tree/v0.13.0
Issues https://github.com/tensorflow/agents/issues
Pull requests https://github.com/tensorflow/agents/pulls
Discussions https://github.com/tensorflow/agents/discussions
Actions https://github.com/tensorflow/agents/actions
Projects https://github.com/tensorflow/agents/projects
Security and quality https://github.com/tensorflow/agents/security
Insights https://github.com/tensorflow/agents/pulse
https://github.com/tensorflow/agents
Brancheshttps://github.com/tensorflow/agents/branches
Tagshttps://github.com/tensorflow/agents/tags
https://github.com/tensorflow/agents/branches
https://github.com/tensorflow/agents/tags
2,076 Commitshttps://github.com/tensorflow/agents/commits/v0.13.0/
https://github.com/tensorflow/agents/commits/v0.13.0/
docshttps://github.com/tensorflow/agents/tree/v0.13.0/docs
docshttps://github.com/tensorflow/agents/tree/v0.13.0/docs
tf_agentshttps://github.com/tensorflow/agents/tree/v0.13.0/tf_agents
tf_agentshttps://github.com/tensorflow/agents/tree/v0.13.0/tf_agents
toolshttps://github.com/tensorflow/agents/tree/v0.13.0/tools
toolshttps://github.com/tensorflow/agents/tree/v0.13.0/tools
.gitignorehttps://github.com/tensorflow/agents/blob/v0.13.0/.gitignore
.gitignorehttps://github.com/tensorflow/agents/blob/v0.13.0/.gitignore
CODE_OF_CONDUCT.mdhttps://github.com/tensorflow/agents/blob/v0.13.0/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.mdhttps://github.com/tensorflow/agents/blob/v0.13.0/CODE_OF_CONDUCT.md
CONTRIBUTING.mdhttps://github.com/tensorflow/agents/blob/v0.13.0/CONTRIBUTING.md
CONTRIBUTING.mdhttps://github.com/tensorflow/agents/blob/v0.13.0/CONTRIBUTING.md
LICENSEhttps://github.com/tensorflow/agents/blob/v0.13.0/LICENSE
LICENSEhttps://github.com/tensorflow/agents/blob/v0.13.0/LICENSE
MANIFEST.inhttps://github.com/tensorflow/agents/blob/v0.13.0/MANIFEST.in
MANIFEST.inhttps://github.com/tensorflow/agents/blob/v0.13.0/MANIFEST.in
PRINCIPLES.mdhttps://github.com/tensorflow/agents/blob/v0.13.0/PRINCIPLES.md
PRINCIPLES.mdhttps://github.com/tensorflow/agents/blob/v0.13.0/PRINCIPLES.md
README.mdhttps://github.com/tensorflow/agents/blob/v0.13.0/README.md
README.mdhttps://github.com/tensorflow/agents/blob/v0.13.0/README.md
STYLE_GUIDE.mdhttps://github.com/tensorflow/agents/blob/v0.13.0/STYLE_GUIDE.md
STYLE_GUIDE.mdhttps://github.com/tensorflow/agents/blob/v0.13.0/STYLE_GUIDE.md
broken_tests.txthttps://github.com/tensorflow/agents/blob/v0.13.0/broken_tests.txt
broken_tests.txthttps://github.com/tensorflow/agents/blob/v0.13.0/broken_tests.txt
broken_tests_gpu.txthttps://github.com/tensorflow/agents/blob/v0.13.0/broken_tests_gpu.txt
broken_tests_gpu.txthttps://github.com/tensorflow/agents/blob/v0.13.0/broken_tests_gpu.txt
pip_pkg.shhttps://github.com/tensorflow/agents/blob/v0.13.0/pip_pkg.sh
pip_pkg.shhttps://github.com/tensorflow/agents/blob/v0.13.0/pip_pkg.sh
setup.pyhttps://github.com/tensorflow/agents/blob/v0.13.0/setup.py
setup.pyhttps://github.com/tensorflow/agents/blob/v0.13.0/setup.py
test_individually.txthttps://github.com/tensorflow/agents/blob/v0.13.0/test_individually.txt
test_individually.txthttps://github.com/tensorflow/agents/blob/v0.13.0/test_individually.txt
tests_nightly_pypi.shhttps://github.com/tensorflow/agents/blob/v0.13.0/tests_nightly_pypi.sh
tests_nightly_pypi.shhttps://github.com/tensorflow/agents/blob/v0.13.0/tests_nightly_pypi.sh
tests_release.shhttps://github.com/tensorflow/agents/blob/v0.13.0/tests_release.sh
tests_release.shhttps://github.com/tensorflow/agents/blob/v0.13.0/tests_release.sh
READMEhttps://github.com/tensorflow/agents/tree/v0.13.0
Code of conducthttps://github.com/tensorflow/agents/tree/v0.13.0
Contributinghttps://github.com/tensorflow/agents/tree/v0.13.0
Licensehttps://github.com/tensorflow/agents/tree/v0.13.0
https://github.com/tensorflow/agents/tree/v0.13.0#tf-agents-a-reliable-scalable-and-easy-to-use-tensorflow-library-for-contextual-bandits-and-reinforcement-learning
https://badge.fury.io/py/tf-agents
TF-Agentshttps://github.com/tensorflow/agents
start herehttps://github.com/tensorflow/agents/blob/v0.13.0/docs/tutorials/0_intro_rl.ipynb
DQN tutorialhttps://github.com/tensorflow/agents/blob/v0.13.0/docs/tutorials/1_dqn_tutorial.ipynb
tensorflow.orghttps://www.tensorflow.org/agents/api_docs/python/tf_agents
https://github.com/tensorflow/agents/tree/v0.13.0#table-of-contents
Agentshttps://github.com/tensorflow/agents/tree/v0.13.0#Agents
Tutorialshttps://github.com/tensorflow/agents/tree/v0.13.0#Tutorials
Multi-Armed Banditshttps://github.com/tensorflow/agents/tree/v0.13.0#Multi-Armed Bandits
Exampleshttps://github.com/tensorflow/agents/tree/v0.13.0#Examples
Installationhttps://github.com/tensorflow/agents/tree/v0.13.0#Installation
Contributinghttps://github.com/tensorflow/agents/tree/v0.13.0#Contributing
Releaseshttps://github.com/tensorflow/agents/tree/v0.13.0#Releases
Principleshttps://github.com/tensorflow/agents/tree/v0.13.0#Principles
Contributorshttps://github.com/tensorflow/agents/tree/v0.13.0#Contributors
Citationhttps://github.com/tensorflow/agents/tree/v0.13.0#Citation
Disclaimerhttps://github.com/tensorflow/agents/tree/v0.13.0#Disclaimer
https://github.com/tensorflow/agents/tree/v0.13.0#agents
DQN: Human level control through deep reinforcement learning Mnih et al., 2015https://deepmind.com/research/dqn/
DDQN: Deep Reinforcement Learning with Double Q-learning Hasselt et al., 2015https://arxiv.org/abs/1509.06461
DDPG: Continuous control with deep reinforcement learning Lillicrap et al., 2015https://arxiv.org/abs/1509.02971
TD3: Addressing Function Approximation Error in Actor-Critic Methods Fujimoto et al., 2018https://arxiv.org/abs/1802.09477
REINFORCE: Simple Statistical Gradient-Following Algorithms for Connectionist Reinforcement Learning Williams, 1992https://www-anw.cs.umass.edu/~barto/courses/cs687/williams92simple.pdf
PPO: Proximal Policy Optimization Algorithms Schulman et al., 2017https://arxiv.org/abs/1707.06347
SAC: Soft Actor Critic Haarnoja et al., 2018https://arxiv.org/abs/1812.05905
https://github.com/tensorflow/agents/tree/v0.13.0#tutorials
docs/tutorials/https://github.com/tensorflow/agents/blob/v0.13.0/docs/tutorials
https://github.com/tensorflow/agents/tree/v0.13.0#multi-armed-bandits
bandits_tutorial.ipynbhttps://github.com/tensorflow/agents/tree/master/docs/tutorials/bandits_tutorial.ipynb
tf_agents/bandits/agents/examples/v2https://github.com/tensorflow/agents/tree/master/tf_agents/bandits/agents/examples/v2
https://github.com/tensorflow/agents/tree/v0.13.0#examples
tf_agents/agents/dqn/examples/v2/train_eval.pyhttps://github.com/tensorflow/agents/tree/master/tf_agents/agents/dqn/examples/v2/train_eval.py
https://github.com/tensorflow/agents/tree/v0.13.0#installation
Releaseshttps://github.com/tensorflow/agents/tree/v0.13.0#Releases
pypi.orghttps://pypi.org
https://github.com/tensorflow/agents/tree/v0.13.0#stable
tensorflow.orghttps://www.tensorflow.org/agents/api_docs/python/tf_agents
Reverbhttps://github.com/deepmind/reverb
https://github.com/tensorflow/agents/tree/v0.13.0#nightly
https://github.com/tensorflow/agents/tree/v0.13.0#from-github
https://github.com/tensorflow/agents/tree/v0.13.0#contributing
CONTRIBUTING.mdhttps://github.com/tensorflow/agents/blob/v0.13.0/CONTRIBUTING.md
code of conducthttps://github.com/tensorflow/agents/blob/v0.13.0/CODE_OF_CONDUCT.md
https://github.com/tensorflow/agents/tree/v0.13.0#releases
masterhttps://github.com/tensorflow/agents
v0.12.0https://github.com/tensorflow/agents/tree/v0.12.0
v0.11.0https://github.com/tensorflow/agents/tree/v0.11.0
v0.10.0https://github.com/tensorflow/agents/tree/v0.10.0
v0.9.0https://github.com/tensorflow/agents/tree/v0.9.0
v0.8.0https://github.com/tensorflow/agents/tree/v0.8.0
v0.7.1https://github.com/tensorflow/agents/tree/v0.7.1
v0.6.0https://github.com/tensorflow/agents/tree/v0.6.0
v0.5.0https://github.com/tensorflow/agents/tree/v0.5.0
v0.4.0https://github.com/tensorflow/agents/tree/v0.4.0
v0.3.0https://github.com/tensorflow/agents/tree/v0.3.0
https://github.com/tensorflow/agents/tree/v0.13.0#principles
Google's AI principleshttps://github.com/tensorflow/agents/blob/v0.13.0/PRINCIPLES.md
https://github.com/tensorflow/agents/tree/v0.13.0#contributors
https://github.com/tensorflow/agents/tree/v0.13.0#citation
https://github.com/tensorflow/agents/tree/v0.13.0#disclaimer
banditshttps://github.com/topics/bandits
contextual-banditshttps://github.com/topics/contextual-bandits
dqnhttps://github.com/topics/dqn
multi-armed-banditshttps://github.com/topics/multi-armed-bandits
reinforcement-learninghttps://github.com/topics/reinforcement-learning
rl-algorithmshttps://github.com/topics/rl-algorithms
tensorflowhttps://github.com/topics/tensorflow
tf-agentshttps://github.com/topics/tf-agents
Readmehttps://github.com/tensorflow/agents/tree/v0.13.0#readme-ov-file
Licensehttps://github.com/tensorflow/agents/tree/v0.13.0#License-1-ov-file
Code of conducthttps://github.com/tensorflow/agents/tree/v0.13.0#coc-ov-file
Contributinghttps://github.com/tensorflow/agents/tree/v0.13.0#contributing-ov-file
Activityhttps://github.com/tensorflow/agents/activity
Custom propertieshttps://github.com/tensorflow/agents/custom-properties
3.0k starshttps://github.com/tensorflow/agents/stargazers
72 watchinghttps://github.com/tensorflow/agents/watchers
754 forkshttps://github.com/tensorflow/agents/forks
Report repositoryhttps://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Ftensorflow%2Fagents&report=tensorflow+%28user%29
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width


URLs of crawlers that visited me.