René's URL Explorer Experiment


Title: GitHub - apsaltis/Machine-Learning-Tutorials: machine learning and deep learning tutorials, articles and other resources · GitHub

Open Graph Title: GitHub - apsaltis/Machine-Learning-Tutorials: machine learning and deep learning tutorials, articles and other resources

X Title: GitHub - apsaltis/Machine-Learning-Tutorials: machine learning and deep learning tutorials, articles and other resources

Description: machine learning and deep learning tutorials, articles and other resources - GitHub - apsaltis/Machine-Learning-Tutorials: machine learning and deep learning tutorials, articles and other resources

Open Graph Description: machine learning and deep learning tutorials, articles and other resources - apsaltis/Machine-Learning-Tutorials

X Description: machine learning and deep learning tutorials, articles and other resources - apsaltis/Machine-Learning-Tutorials

Opengraph URL: https://github.com/apsaltis/Machine-Learning-Tutorials

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:d43ef569-f147-7a2c-e4c9-a769ee48a093
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idBA46:20874E:69D6BC:8DC815:6A52A155
html-safe-nonceb95b1083deb84d30d39a0a3480d0484df287e6f87c1a4b0d8dce65f32f9561dc
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCQTQ2OjIwODc0RTo2OUQ2QkM6OERDODE1OjZBNTJBMTU1IiwidmlzaXRvcl9pZCI6Ijc4MTYxMDkxNzY0MjIzMTAyMjkiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac3ef79d3f778fd84447e878020fbd349336138fa5c9aa5ee6f8976e83f886540b
hovercard-subject-tagrepository:48117080
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/apsaltis/Machine-Learning-Tutorials
twitter:imagehttps://opengraph.githubassets.com/7b83fd14f6d87618bdaba24973536e48abfb0c3cace1d9f912e4c0c2ba32e6bd/apsaltis/Machine-Learning-Tutorials
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/7b83fd14f6d87618bdaba24973536e48abfb0c3cace1d9f912e4c0c2ba32e6bd/apsaltis/Machine-Learning-Tutorials
og:image:altmachine learning and deep learning tutorials, articles and other resources - apsaltis/Machine-Learning-Tutorials
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
Noneb9a586c06a05a7a86fc7e3f4dbd03e42f6869085879aa184aa6369456dbd50fb
turbo-cache-controlno-cache
go-importgithub.com/apsaltis/Machine-Learning-Tutorials git https://github.com/apsaltis/Machine-Learning-Tutorials.git
octolytics-dimension-user_id1100275
octolytics-dimension-user_loginapsaltis
octolytics-dimension-repository_id48117080
octolytics-dimension-repository_nwoapsaltis/Machine-Learning-Tutorials
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id42360601
octolytics-dimension-repository_parent_nwoujjwalkarn/Machine-Learning-Tutorials
octolytics-dimension-repository_network_root_id42360601
octolytics-dimension-repository_network_root_nwoujjwalkarn/Machine-Learning-Tutorials
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
release07a982c1d40157c619b364352b704c3ce66bb332
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/apsaltis/Machine-Learning-Tutorials#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fapsaltis%2FMachine-Learning-Tutorials
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
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%2Fapsaltis%2FMachine-Learning-Tutorials
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&source=header-repo&source_repo=apsaltis%2FMachine-Learning-Tutorials
Reloadhttps://github.com/apsaltis/Machine-Learning-Tutorials
Reloadhttps://github.com/apsaltis/Machine-Learning-Tutorials
Reloadhttps://github.com/apsaltis/Machine-Learning-Tutorials
apsaltis https://github.com/apsaltis
Machine-Learning-Tutorialshttps://github.com/apsaltis/Machine-Learning-Tutorials
ujjwalkarn/Machine-Learning-Tutorialshttps://github.com/ujjwalkarn/Machine-Learning-Tutorials
Notifications https://github.com/login?return_to=%2Fapsaltis%2FMachine-Learning-Tutorials
Fork 0 https://github.com/login?return_to=%2Fapsaltis%2FMachine-Learning-Tutorials
Star 0 https://github.com/login?return_to=%2Fapsaltis%2FMachine-Learning-Tutorials
Code https://github.com/apsaltis/Machine-Learning-Tutorials
Pull requests 0 https://github.com/apsaltis/Machine-Learning-Tutorials/pulls
Actions https://github.com/apsaltis/Machine-Learning-Tutorials/actions
Projects https://github.com/apsaltis/Machine-Learning-Tutorials/projects
Wiki https://github.com/apsaltis/Machine-Learning-Tutorials/wiki
Security and quality 0 https://github.com/apsaltis/Machine-Learning-Tutorials/security
Insights https://github.com/apsaltis/Machine-Learning-Tutorials/pulse
Code https://github.com/apsaltis/Machine-Learning-Tutorials
Pull requests https://github.com/apsaltis/Machine-Learning-Tutorials/pulls
Actions https://github.com/apsaltis/Machine-Learning-Tutorials/actions
Projects https://github.com/apsaltis/Machine-Learning-Tutorials/projects
Wiki https://github.com/apsaltis/Machine-Learning-Tutorials/wiki
Security and quality https://github.com/apsaltis/Machine-Learning-Tutorials/security
Insights https://github.com/apsaltis/Machine-Learning-Tutorials/pulse
https://github.com/apsaltis/Machine-Learning-Tutorials
Brancheshttps://github.com/apsaltis/Machine-Learning-Tutorials/branches
Tagshttps://github.com/apsaltis/Machine-Learning-Tutorials/tags
https://github.com/apsaltis/Machine-Learning-Tutorials/branches
https://github.com/apsaltis/Machine-Learning-Tutorials/tags
188 Commitshttps://github.com/apsaltis/Machine-Learning-Tutorials/commits/master/
https://github.com/apsaltis/Machine-Learning-Tutorials/commits/master/
LICENSEhttps://github.com/apsaltis/Machine-Learning-Tutorials/blob/master/LICENSE
LICENSEhttps://github.com/apsaltis/Machine-Learning-Tutorials/blob/master/LICENSE
README.mdhttps://github.com/apsaltis/Machine-Learning-Tutorials/blob/master/README.md
README.mdhttps://github.com/apsaltis/Machine-Learning-Tutorials/blob/master/README.md
contributing.mdhttps://github.com/apsaltis/Machine-Learning-Tutorials/blob/master/contributing.md
contributing.mdhttps://github.com/apsaltis/Machine-Learning-Tutorials/blob/master/contributing.md
READMEhttps://github.com/apsaltis/Machine-Learning-Tutorials
Contributinghttps://github.com/apsaltis/Machine-Learning-Tutorials
CC0-1.0 licensehttps://github.com/apsaltis/Machine-Learning-Tutorials
https://github.com/sindresorhus/awesome
https://github.com/apsaltis/Machine-Learning-Tutorials#machine-learning-tutorials-
listhttps://github.com/sindresorhus/awesome
Contributing Guidelineshttps://github.com/ujjwalkarn/Machine-Learning-Tutorials/blob/master/contributing.md
Miscellaneoushttps://github.com/apsaltis/Machine-Learning-Tutorials#general
Interview Resourceshttps://github.com/apsaltis/Machine-Learning-Tutorials#interview
Artificial Intelligencehttps://github.com/apsaltis/Machine-Learning-Tutorials#ai
Genetic Algorithmshttps://github.com/apsaltis/Machine-Learning-Tutorials#ga
Statisticshttps://github.com/apsaltis/Machine-Learning-Tutorials#stat
Useful Blogshttps://github.com/apsaltis/Machine-Learning-Tutorials#blogs
Resources on Quorahttps://github.com/apsaltis/Machine-Learning-Tutorials#quora
Resources on Kagglehttps://github.com/apsaltis/Machine-Learning-Tutorials#kaggle
Cheat Sheetshttps://github.com/apsaltis/Machine-Learning-Tutorials#cs
Classificationhttps://github.com/apsaltis/Machine-Learning-Tutorials#classification
Linear Regressionhttps://github.com/apsaltis/Machine-Learning-Tutorials#linear
Logistic Regressionhttps://github.com/apsaltis/Machine-Learning-Tutorials#logistic
Model Validation using Resamplinghttps://github.com/apsaltis/Machine-Learning-Tutorials#validation
Cross Validationhttps://github.com/apsaltis/Machine-Learning-Tutorials#cross
Bootstrapinghttps://github.com/apsaltis/Machine-Learning-Tutorials#boot
Deep Learninghttps://github.com/apsaltis/Machine-Learning-Tutorials#deep
Frameworkshttps://github.com/apsaltis/Machine-Learning-Tutorials#frame
Feed Forward Networkshttps://github.com/apsaltis/Machine-Learning-Tutorials#feed
Recurrent Neural Nets, LSTM, GRUhttps://github.com/apsaltis/Machine-Learning-Tutorials#rnn
Restricted Boltzmann Machine, DBNshttps://github.com/apsaltis/Machine-Learning-Tutorials#rbm
Autoencodershttps://github.com/apsaltis/Machine-Learning-Tutorials#auto
Convolution Neural Netshttps://github.com/apsaltis/Machine-Learning-Tutorials#cnn
Natural Language Processinghttps://github.com/apsaltis/Machine-Learning-Tutorials#nlp
Topic Modeling, LDAhttps://github.com/apsaltis/Machine-Learning-Tutorials#topic
Word2Vechttps://github.com/apsaltis/Machine-Learning-Tutorials#word2vec
Computer Visionhttps://github.com/apsaltis/Machine-Learning-Tutorials#vision
Support Vector Machinehttps://github.com/apsaltis/Machine-Learning-Tutorials#svm
Reinforcement Learninghttps://github.com/apsaltis/Machine-Learning-Tutorials#rl
Decision Treeshttps://github.com/apsaltis/Machine-Learning-Tutorials#dt
Random Forest / Bagginghttps://github.com/apsaltis/Machine-Learning-Tutorials#rf
Boostinghttps://github.com/apsaltis/Machine-Learning-Tutorials#gbm
Ensembleshttps://github.com/apsaltis/Machine-Learning-Tutorials#ensem
Stacking Modelshttps://github.com/apsaltis/Machine-Learning-Tutorials#stack
VC Dimensionhttps://github.com/apsaltis/Machine-Learning-Tutorials#vc
Bayesian Machine Learninghttps://github.com/apsaltis/Machine-Learning-Tutorials#bayes
Semi Supervised Learninghttps://github.com/apsaltis/Machine-Learning-Tutorials#semi
Optimizationshttps://github.com/apsaltis/Machine-Learning-Tutorials#opt
Other Useful Tutorialshttps://github.com/apsaltis/Machine-Learning-Tutorials#other
Residual Analysishttps://github.com/apsaltis/Machine-Learning-Tutorials#residuals-
Interpreting plot.lm() in Rhttp://stats.stackexchange.com/questions/58141/interpreting-plot-lm
How to interpret a QQ plot?http://stats.stackexchange.com/questions/101274/how-to-interpret-a-qq-plot?lq=1
Interpreting Residuals vs Fitted Plothttp://stats.stackexchange.com/questions/76226/interpreting-the-residuals-vs-fitted-values-plot-for-verifying-the-assumptions
Outliershttps://github.com/apsaltis/Machine-Learning-Tutorials#outliers-
How should outliers be dealt with?http://stats.stackexchange.com/questions/175/how-should-outliers-be-dealt-with-in-linear-regression-analysis
Elastic Nethttps://en.wikipedia.org/wiki/Elastic_net_regularization
Regularization and Variable Selection via the Elastic Nethttps://web.stanford.edu/~hastie/Papers/elasticnet.pdf
Resampling Explainedhttps://en.wikipedia.org/wiki/Resampling_(statistics)
Partioning data set in Rhttp://stackoverflow.com/questions/13536537/partitioning-data-set-in-r-based-on-multiple-classes-of-observations
Implementing hold-out Validaion in Rhttp://stackoverflow.com/questions/22972854/how-to-implement-a-hold-out-validation-in-r
2http://www.gettinggeneticsdone.com/2011/02/split-data-frame-into-testing-and.html
Bootstrappinghttps://en.wikipedia.org/wiki/Bootstrapping_(statistics)
Why Bootstrapping Works?http://stats.stackexchange.com/questions/26088/explaining-to-laypeople-why-bootstrapping-works
Good Animationhttps://www.stat.auckland.ac.nz/~wild/BootAnim/
Example of Bootstappinghttp://statistics.about.com/od/Applications/a/Example-Of-Bootstrapping.htm
Understanding Bootstapping for Validation and Model Selectionhttp://stats.stackexchange.com/questions/14516/understanding-bootstrapping-for-validation-and-model-selection?rq=1
Cross Validation vs Bootstrap to estimate prediction errorhttp://stats.stackexchange.com/questions/18348/differences-between-cross-validation-and-bootstrapping-to-estimate-the-predictio
Cross-validation vs .632 bootstrapping to evaluate classification performancehttp://stats.stackexchange.com/questions/71184/cross-validation-or-bootstrapping-to-evaluate-classification-performance
Introduction to Neural Machine Translation with GPUs (part 1)http://devblogs.nvidia.com/parallelforall/introduction-neural-machine-translation-with-gpus/
Part 2http://devblogs.nvidia.com/parallelforall/introduction-neural-machine-translation-gpus-part-2/
Part 3http://devblogs.nvidia.com/parallelforall/introduction-neural-machine-translation-gpus-part-3/
Deep Speech: Accurate Speech Recognition with GPU-Accelerated Deep Learninghttp://devblogs.nvidia.com/parallelforall/deep-speech-accurate-speech-recognition-gpu-accelerated-deep-learning/
How string clustering workshttp://stackoverflow.com/questions/8196371/how-clustering-works-especially-string-clustering
Levenshtein distance for measuring the difference between two sequenceshttps://en.wikipedia.org/wiki/Levenshtein_distance
Text clustering with Levenshtein distanceshttp://stackoverflow.com/questions/21511801/text-clustering-with-levenshtein-distances
Classification Text with Bag of Wordshttp://fastml.com/classifying-text-with-bag-of-words-a-tutorial/
Language learning with NLP and reinforcement learninghttp://blog.dennybritz.com/2015/09/11/reimagining-language-learning-with-nlp-and-reinforcement-learning/
Kaggle Tutorial Bag of Words and Word vectorshttps://www.kaggle.com/c/word2vec-nlp-tutorial/details/part-1-for-beginners-bag-of-words
Part 2https://www.kaggle.com/c/word2vec-nlp-tutorial/details/part-2-word-vectors
Part 3https://www.kaggle.com/c/word2vec-nlp-tutorial/details/part-3-more-fun-with-word-vectors
What would Shakespeare say (NLP Tutorial)https://gigadom.wordpress.com/2015/10/02/natural-language-processing-what-would-shakespeare-say/
A closer look at Skip Gram Modelinghttp://homepages.inf.ed.ac.uk/ballison/pdf/lrec_skipgrams.pdf
xgboost tuning kagglehttps://www.kaggle.com/khozzy/rossmann-store-sales/xgboost-parameter-tuning-template/log
xgboost vs gbmhttps://www.kaggle.com/c/otto-group-product-classification-challenge/forums/t/13012/question-to-experienced-kagglers-and-anyone-who-wants-to-take-a-shot/68296#post68296
xgboost surveyhttps://www.kaggle.com/c/higgs-boson/forums/t/10335/xgboost-post-competition-survey
AdaBoost Wikihttps://en.wikipedia.org/wiki/AdaBoost
Python Codehttps://gist.github.com/tristanwietsma/5486024
AdaBoost Sparse Input Supporthttp://hamzehal.blogspot.com/2014/06/adaboost-sparse-input-support.html
adaBag R packagehttps://cran.r-project.org/web/packages/adabag/adabag.pdf
Tutorialhttp://math.mit.edu/~rothvoss/18.304.3PM/Presentations/1-Eric-Boosting304FinalRpdf.pdf
ujjwalkarn.github.io/Machine-Learning-Tutorialshttp://ujjwalkarn.github.io/Machine-Learning-Tutorials
Readme https://github.com/apsaltis/Machine-Learning-Tutorials#readme-ov-file
CC0-1.0 license https://github.com/apsaltis/Machine-Learning-Tutorials#CC0-1.0-1-ov-file
Contributing https://github.com/apsaltis/Machine-Learning-Tutorials#contributing-ov-file
Please reload this pagehttps://github.com/apsaltis/Machine-Learning-Tutorials
Activityhttps://github.com/apsaltis/Machine-Learning-Tutorials/activity
0 forkshttps://github.com/apsaltis/Machine-Learning-Tutorials/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fapsaltis%2FMachine-Learning-Tutorials&report=apsaltis+%28user%29
Releaseshttps://github.com/apsaltis/Machine-Learning-Tutorials/releases
Packages 0https://github.com/users/apsaltis/packages?repo_name=Machine-Learning-Tutorials
Please reload this pagehttps://github.com/apsaltis/Machine-Learning-Tutorials
Contributorshttps://github.com/apsaltis/Machine-Learning-Tutorials/graphs/contributors
Please reload this pagehttps://github.com/apsaltis/Machine-Learning-Tutorials
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.