René's URL Explorer Experiment

Title: GitHub - snowch-notes/machine-learning · GitHub

Open Graph Title: GitHub - snowch-notes/machine-learning

X Title: GitHub - snowch-notes/machine-learning

Description: Contribute to snowch-notes/machine-learning development by creating an account on GitHub.

Open Graph Description: Contribute to snowch-notes/machine-learning development by creating an account on GitHub.

X Description: Contribute to snowch-notes/machine-learning development by creating an account on GitHub.

Opengraph URL: https://github.com/snowch-notes/machine-learning

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:b1f1e6b5-feaf-a747-e71b-a1b03613a433
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	EDE6:8CEA6:89B360:C71CC6:6A573E35
html-safe-nonce	128be8dc65ad63b49952ea5a8f1a858922384e0da81f09e2e98914de53790770
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJFREU2OjhDRUE2Ojg5QjM2MDpDNzFDQzY6NkE1NzNFMzUiLCJ2aXNpdG9yX2lkIjoiNjk2MTg1Mzc4MzQwOTYzODk2NiIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	4f408450e0a8b719842bb3e9462ab97871a6792d0265e7dc0e6eb80c46cbe778
hovercard-subject-tag	repository:118316353
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/snowch-notes/machine-learning
twitter:image	https://opengraph.githubassets.com/2639f8453887dd986831201d174cd39a5eeacec3e730437398ef17f013520a0c/snowch-notes/machine-learning
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/2639f8453887dd986831201d174cd39a5eeacec3e730437398ef17f013520a0c/snowch-notes/machine-learning
og:image:alt	Contribute to snowch-notes/machine-learning development by creating an account on GitHub.
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	4e7a7296a3830877cf21a6ad2a972c9e618a48915e03966cf0c53eb08e5aad98
turbo-cache-control	no-cache
go-import	github.com/snowch-notes/machine-learning git https://github.com/snowch-notes/machine-learning.git
octolytics-dimension-user_id	35651796
octolytics-dimension-user_login	snowch-notes
octolytics-dimension-repository_id	118316353
octolytics-dimension-repository_nwo	snowch-notes/machine-learning
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	118316353
octolytics-dimension-repository_network_root_nwo	snowch-notes/machine-learning
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	2576d1f0198cf1588faf2edf27f1ed120903be10
ui-target	canary-2
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/snowch-notes/machine-learning#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fsnowch-notes%2Fmachine-learning
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
View all resources	https://github.com/resources
GitHub SponsorsFund open source developers	https://github.com/open-source/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/open-source/accelerator
GitHub Stars	https://stars.github.com
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/enterprise/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://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%2Fsnowch-notes%2Fmachine-learning
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=snowch-notes%2Fmachine-learning
Reload	https://github.com/snowch-notes/machine-learning
Reload	https://github.com/snowch-notes/machine-learning
Reload	https://github.com/snowch-notes/machine-learning
Please reload this page	https://github.com/snowch-notes/machine-learning
snowch-notes	https://github.com/snowch-notes
machine-learning	https://github.com/snowch-notes/machine-learning
Notifications	https://github.com/login?return_to=%2Fsnowch-notes%2Fmachine-learning
Fork 1	https://github.com/login?return_to=%2Fsnowch-notes%2Fmachine-learning
Star 0	https://github.com/login?return_to=%2Fsnowch-notes%2Fmachine-learning
Code	https://github.com/snowch-notes/machine-learning
Issues 0	https://github.com/snowch-notes/machine-learning/issues
Pull requests 0	https://github.com/snowch-notes/machine-learning/pulls
Actions	https://github.com/snowch-notes/machine-learning/actions
Projects	https://github.com/snowch-notes/machine-learning/projects
Security and quality 0	https://github.com/snowch-notes/machine-learning/security
Insights	https://github.com/snowch-notes/machine-learning/pulse
Code	https://github.com/snowch-notes/machine-learning
Issues	https://github.com/snowch-notes/machine-learning/issues
Pull requests	https://github.com/snowch-notes/machine-learning/pulls
Actions	https://github.com/snowch-notes/machine-learning/actions
Projects	https://github.com/snowch-notes/machine-learning/projects
Security and quality	https://github.com/snowch-notes/machine-learning/security
Insights	https://github.com/snowch-notes/machine-learning/pulse
	https://github.com/snowch-notes/machine-learning
Branches	https://github.com/snowch-notes/machine-learning/branches
Tags	https://github.com/snowch-notes/machine-learning/tags
	https://github.com/snowch-notes/machine-learning/branches
	https://github.com/snowch-notes/machine-learning/tags
134 Commits	https://github.com/snowch-notes/machine-learning/commits/master/
	https://github.com/snowch-notes/machine-learning/commits/master/
images	https://github.com/snowch-notes/machine-learning/tree/master/images
images	https://github.com/snowch-notes/machine-learning/tree/master/images
tensorflow	https://github.com/snowch-notes/machine-learning/tree/master/tensorflow
tensorflow	https://github.com/snowch-notes/machine-learning/tree/master/tensorflow
CDF.ipynb	https://github.com/snowch-notes/machine-learning/blob/master/CDF.ipynb
CDF.ipynb	https://github.com/snowch-notes/machine-learning/blob/master/CDF.ipynb
GradientDescentExample.ipynb	https://github.com/snowch-notes/machine-learning/blob/master/GradientDescentExample.ipynb
GradientDescentExample.ipynb	https://github.com/snowch-notes/machine-learning/blob/master/GradientDescentExample.ipynb
ML_and_Security.md	https://github.com/snowch-notes/machine-learning/blob/master/ML_and_Security.md
ML_and_Security.md	https://github.com/snowch-notes/machine-learning/blob/master/ML_and_Security.md
README.md	https://github.com/snowch-notes/machine-learning/blob/master/README.md
README.md	https://github.com/snowch-notes/machine-learning/blob/master/README.md
SPARK.md	https://github.com/snowch-notes/machine-learning/blob/master/SPARK.md
SPARK.md	https://github.com/snowch-notes/machine-learning/blob/master/SPARK.md
TomFawcett_An_introduction_to_ROC_analysis.ipynb	https://github.com/snowch-notes/machine-learning/blob/master/TomFawcett_An_introduction_to_ROC_analysis.ipynb
TomFawcett_An_introduction_to_ROC_analysis.ipynb	https://github.com/snowch-notes/machine-learning/blob/master/TomFawcett_An_introduction_to_ROC_analysis.ipynb
README	https://github.com/snowch-notes/machine-learning
https://medium.com/machine-learning-in-practice/cheat-sheet-of-machine-learning-and-python-and-math-cheat-sheets-a4afe4e791b6	https://medium.com/machine-learning-in-practice/cheat-sheet-of-machine-learning-and-python-and-math-cheat-sheets-a4afe4e791b6
	https://github.com/snowch-notes/machine-learning#ml-process
https://www.coursera.org/learn/machine-learning-projects/lecture/FRvQe/orthogonalization	https://www.coursera.org/learn/machine-learning-projects/lecture/FRvQe/orthogonalization
	https://github.com/snowch-notes/machine-learning#feature-engineering
	https://github.com/snowch-notes/machine-learning#missing-data
	https://github.com/snowch-notes/machine-learning#examples
	https://github.com/snowch-notes/machine-learning#missing-data-imputation
http://www.stat.columbia.edu/~gelman/arm/missing.pdf	http://www.stat.columbia.edu/~gelman/arm/missing.pdf
	https://github.com/snowch-notes/machine-learning#ml-algorithms
	https://github.com/snowch-notes/machine-learning#terminology
Cross Validation	https://en.m.wikipedia.org/wiki/Cross-validation_(statistics)
Youtube Intro	https://youtu.be/TIgfjmp-4BA
https://en.wikipedia.org/wiki/Precision_and_recall	https://en.wikipedia.org/wiki/Precision_and_recall
http://scikit-learn.org/stable/auto_examples/model_selection/plot_precision_recall.html	http://scikit-learn.org/stable/auto_examples/model_selection/plot_precision_recall.html
Source	https://www.quora.com/Why-is-the-0-1-indicator-function-a-poor-choice-for-loss-function
Source	https://frnsys.com/ai_notes/foundations/optimization.html
https://en.m.wikipedia.org/wiki/Maxima_and_minima	https://en.m.wikipedia.org/wiki/Maxima_and_minima
https://en.m.wikipedia.org/wiki/Mathematical_optimization	https://en.m.wikipedia.org/wiki/Mathematical_optimization
http://www.mash.dept.shef.ac.uk/Resources/c6_minma.pdf	http://www.mash.dept.shef.ac.uk/Resources/c6_minma.pdf
https://en.m.wikipedia.org/wiki/Cost_function	https://en.m.wikipedia.org/wiki/Cost_function
https://en.m.wikipedia.org/wiki/Loss_function	https://en.m.wikipedia.org/wiki/Loss_function
http://ml-cheatsheet.readthedocs.io/en/latest/linear_regression.html#cost-function	http://ml-cheatsheet.readthedocs.io/en/latest/linear_regression.html#cost-function
https://en.m.wikipedia.org/wiki/Gradient_descent	https://en.m.wikipedia.org/wiki/Gradient_descent
http://ruder.io/optimizing-gradient-descent/	http://ruder.io/optimizing-gradient-descent/
Source	https://www.quora.com/What-is-the-difference-between-L1-and-L2-regularization-How-does-it-solve-the-problem-of-overfitting-Which-regularizer-to-use-and-when
Source	https://en.wikipedia.org/wiki/Generalized_linear_model#Link_function
blog	http://blog.minitab.com/blog/adventures-in-statistics-2/multiple-regession-analysis-use-adjusted-r-squared-and-predicted-r-squared-to-include-the-correct-number-of-variables
[Example]	https://matplotlib.org/examples/mplot3d/surface3d_demo.html
[Source]	http://www.itl.nist.gov/div898/handbook/eda/section3/contour.htm
[Example]	https://matplotlib.org/examples/pylab_examples/contour_demo.html
[Source]	https://en.wikipedia.org/wiki/Random_forest
[Source]	https://en.wikipedia.org/wiki/Gradient_boosting
	https://github.com/snowch-notes/machine-learning#loss-function
Source	https://stats.stackexchange.com/questions/284028/0-1-loss-function-explanation
above	https://github.com/snowch-notes/machine-learning/blob/master/GENERAL.md#terminology
Source	https://www.quora.com/Why-is-the-0-1-indicator-function-a-poor-choice-for-loss-function
http://scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_loss_functions.html	http://scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_loss_functions.html
	https://github.com/snowch-notes/machine-learning#gradient-descent
http://ml-cheatsheet.readthedocs.io/en/latest/gradient_descent.html	http://ml-cheatsheet.readthedocs.io/en/latest/gradient_descent.html
https://www.coursera.org/learn/machine-learning/supplement/2GnUg/gradient-descent	https://www.coursera.org/learn/machine-learning/supplement/2GnUg/gradient-descent
Code Example	https://github.com/snowch-notes/machine-learning/blob/master/GradientDescentExample.ipynb
GradientDescentExample	https://github.com/mattnedrich/GradientDescentExample
scikit-learn example	https://datascience.stackexchange.com/questions/28411/how-to-plot-cost-versus-number-of-iterations-in-scikit-learn
	https://github.com/snowch-notes/machine-learning#how-to-choose
	https://github.com/snowch-notes/machine-learning/blob/master/images/FB184B82-A8A0-43F9-AC19-E0F1D678CC1D.png
	https://github.com/snowch-notes/machine-learning#regression
	https://github.com/snowch-notes/machine-learning#linear
http://ml-cheatsheet.readthedocs.io/en/latest/linear_regression.html#cost-function	http://ml-cheatsheet.readthedocs.io/en/latest/linear_regression.html#cost-function
http://ml-cheatsheet.readthedocs.io/en/latest/linear_regression.html	http://ml-cheatsheet.readthedocs.io/en/latest/linear_regression.html
normal equations	http://mlwiki.org/index.php/Normal_Equation#Normal_Equation
scales better	https://stackoverflow.com/a/18194919/1033422
scikit-learn SGDRegressor	http://scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDRegressor.html
scikit-learn LinearRegression	http://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html#sklearn.linear_model.LinearRegression
pinv	https://www.gnu.org/software/octave/doc/v4.2.1/Basic-Matrix-Functions.html#index-pinv
scikit-learn pinv	https://docs.scipy.org/doc/numpy-1.13.0/reference/generated/numpy.linalg.pinv.html
	https://github.com/snowch-notes/machine-learning#classification
	https://github.com/snowch-notes/machine-learning#knn
KNeighborsClassifier.score	http://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html#sklearn.neighbors.KNeighborsClassifier.score
	https://github.com/snowch-notes/machine-learning#logistic-regression
decision boundary	https://www.coursera.org/learn/machine-learning/supplement/N8qsm/decision-boundary
cost function	http://ml-cheatsheet.readthedocs.io/en/latest/logistic_regression.html#cost-function
http://ml-cheatsheet.readthedocs.io/en/latest/logistic_regression.html	http://ml-cheatsheet.readthedocs.io/en/latest/logistic_regression.html
https://beckernick.github.io/logistic-regression-from-scratch/	https://beckernick.github.io/logistic-regression-from-scratch/
	https://github.com/snowch-notes/machine-learning#kernel-methods-svm
	https://github.com/snowch-notes/machine-learning#decision-trees
	https://github.com/snowch-notes/machine-learning#time-series
https://www.safaribooksonline.com/library/view/machine-learning-for/9781492025504/	https://www.safaribooksonline.com/library/view/machine-learning-for/9781492025504/
	https://github.com/snowch-notes/machine-learning#deep-learning
http://neuralnetworksanddeeplearning.com/index.html	http://neuralnetworksanddeeplearning.com/index.html
https://beckernick.github.io/neural-network-scratch/	https://beckernick.github.io/neural-network-scratch/
	https://github.com/snowch-notes/machine-learning#kaggle
	https://github.com/snowch-notes/machine-learning#testing-tdd-ml
Scikit learn	http://scikit-learn.org/stable/auto_examples/model_selection/plot_learning_curve.html
R2	https://en.m.wikipedia.org/wiki/Coefficient_of_determination
See Classification Metrics	https://github.com/snowch-notes/machine-learning#classification-metrics
Accuracy, Precision, Recall or F1?	https://towardsdatascience.com/accuracy-precision-recall-or-f1-331fb37c5cb9
An_introduction_to_ROC_analysis	https://people.inf.elte.hu/kiss/13dwhdm/roc.pdf
notebook	https://github.com/snowch-notes/machine-learning/blob/master/TomFawcett_An_introduction_to_ROC_analysis.ipynb
https://en.m.wikipedia.org/wiki/Receiver_operating_characteristic	https://en.m.wikipedia.org/wiki/Receiver_operating_characteristic
scikit learn example	http://scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html
Performance measures in Azure ML	https://blogs.msdn.microsoft.com/andreasderuiter/2015/02/09/performance-measures-in-azure-ml-accuracy-precision-recall-and-f1-score/
ROC plots and the AUC measure	https://blogs.msdn.microsoft.com/andreasderuiter/2015/02/09/using-roc-plots-and-the-auc-measure-in-azure-ml/
Setting the threshold of a binary learning model	https://blogs.msdn.microsoft.com/andreasderuiter/2015/02/10/setting-the-threshold-of-a-binary-learning-model-in-azure-ml/
Confusion matrix	https://en.m.wikipedia.org/wiki/Confusion_matrix
	https://github.com/snowch-notes/machine-learning#classification-metrics
	https://github.com/snowch-notes/machine-learning/blob/master/images/classification_metrics.png
https://en.wikipedia.org/wiki/Precision_and_recall#Definition_(classification_context)	https://en.wikipedia.org/wiki/Precision_and_recall#Definition_(classification_context)
	https://github.com/snowch-notes/machine-learning/blob/master/images/E01BB399-5A8F-4C7F-A67F-3832E577E13D.png
https://towardsdatascience.com/understanding-auc-roc-curve-68b2303cc9c5	https://towardsdatascience.com/understanding-auc-roc-curve-68b2303cc9c5
	https://github.com/snowch-notes/machine-learning#scikit-learn---model-evaluation
http://scikit-learn.org/stable/modules/model_evaluation.html	http://scikit-learn.org/stable/modules/model_evaluation.html
http://scikit-learn.org/stable/modules/classes.html#sklearn-metrics-metrics	http://scikit-learn.org/stable/modules/classes.html#sklearn-metrics-metrics
https://machinelearningmastery.com/compare-machine-learning-algorithms-python-scikit-learn/	https://machinelearningmastery.com/compare-machine-learning-algorithms-python-scikit-learn/
Readme	https://github.com/snowch-notes/machine-learning#readme-ov-file
Please reload this page	https://github.com/snowch-notes/machine-learning
Activity	https://github.com/snowch-notes/machine-learning/activity
Custom properties	https://github.com/snowch-notes/machine-learning/custom-properties
1 fork	https://github.com/snowch-notes/machine-learning/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fsnowch-notes%2Fmachine-learning&report=snowch-notes+%28user%29
Releases	https://github.com/snowch-notes/machine-learning/releases
Packages 0	https://github.com/orgs/snowch-notes/packages?repo_name=machine-learning
Please reload this page	https://github.com/snowch-notes/machine-learning
Contributors	https://github.com/snowch-notes/machine-learning/graphs/contributors
Please reload this page	https://github.com/snowch-notes/machine-learning
Jupyter Notebook 100.0%	https://github.com/snowch-notes/machine-learning/search?l=jupyter-notebook
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.