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flip01's Introduction

FLIP01: Advanced Data Science

Materials in this module include resources collected from various open-source online repositories.
You are free to use, change and distribute this package.
If you found any issue/bug for this document, please submit an issue at tulip-lab/flip01:
Pull requests are welcome:
Point of Contact 👉 : Yang Cao

Prepared by FLIP01 Team

Maintainer

2022： Yang Cao, Baojie Zhang
2021： Siyu Chen
2020： Mengyue Deng
2019： Mengyue Deng
2018： Shaoni Wang

Modules

You are recommended to use local or Cloud platform to run the materials, such as:

Module	Category	Topic	Module Notebooks
1️⃣	Preliminary	Pattern Classification	F1A-00-Bayesian F1A-01-DecisionBoundaries F1A-02-EM F1A-03-HMM F1A-04-ParzenWindow.ipynb F1A-05-KNN F1A-06-OptimizationandRootFinding F1A-07-AlgorithmsforOptimization F1A-08-UsingOptimizationRoutines F1A-09-SVM F1A-10-ClassifyingandCalculating F1A-11-RandomNumbers F1A-10-ClassifyingandCalculating F1A-11-RandomNumbers F1A-12-IsolationForest F1A-13-ResamplingAndSimulation.ipynb F1A-14-MCMC.ipynb F1A-15-AuxiliaryVariableMCMC
2️⃣	Preliminary	Machine Learning	F1B-00-MLPipeline F1B-01-MLGridSearch F1B-02-MLValidationCurves F1B-03-MLPolyFeaGeneration F1B-04-MLSampleGenerators
3️⃣	Core	Convex Optimisation	F1C-00-IntroductionOfCVXPY F1C-01-DisciplinedConvexProgramming
4️⃣:	Core	Web crawler	F1D-00-theFarmRequests F1D-01-theStewBS4 F1D-02-theSaladLxml F1D-03-theRestaurantSelenium F1D-04-theChefScrapy F1D-05-AnExampleofWebCrawler
5️⃣:	Core	NLP	F1E-00-LanguageProcessingandPython F1E-01-AccessingTextCorporaandLexicalResources F1E-02-ProcessingRawText F1E-03-WritingStructuredPrograms F1E-04-CategorizingandTaggingWords F1E-05-LearningtoClassifyText F1E-06-ExtractingInformationfromText F1E-07-AnalyzingSentenceStructure F1E-08-BuildingFeatureBasedGrammars F1E-09-AnalyzingtheMeaningofSentences.ipynb F1E-10-ManagingLinguisticData
6️⃣:	Advance	MLflow	F1F-00-TrainModel F1F-01-CompareModel F1F-02-PackagingTrainingCode F1F-03-SpecifyingPipRequirements F1F-04-ServingTheModel F1F-05-DeployModel

Contributors

Thanks goes to these wonderful people 🌷

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flip01's People

Contributors

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