FLIP00: Base 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/flip00:
Pull requests are welcome:
Point of Contact 👉 : Baojie Zhang

Prepared by FLIP00 Team

Maintainer

2022： Baojie Zhang,Yang Cao
2021： Baojie Zhang
2020： Guanzhang Huang
2019： Huiling Zhou
2019： Xiaojuan Cheng

Modules

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

Module	Category	Topic	Module Notebooks
1️⃣	Preliminary	Python Basics	F0A-00-Python F0A-01-ControlAdvData F0A-02-FunctionOO F0A-03-PackagesAndData
2️⃣	Preliminary	Fundamental Package	F0B-00-StructuredDataNumPy F0B-01-OperationsinPandas F0B-02-ExploratoryDA F0B-03-Supervised F0B-04-ScikitLearnrandomforest F0B-05-CS1Classification F0B-06-Unsupervised
3️⃣	Core	Data Visualization	F0C-00-ExploratoryDA F0C-01-IntroMatplotlib F0C-02-Pyplot F0C-03-CS-EDA1 F0C-04-InfMatplotlib F0C-05-CS-EDA2 F0C-06-BasicPlots F0C-07-TimeSeries F0C-08-Styles F0C-09-2DPlots F0C-10-Subplots F0C-11-Scatterplot F0C-12-3DPlots F0C-13-Maps F0C-14-EventHandling F0C-15-DotDensityMap F0C-16-GraphViz F0C-17-3rdPartyLib F0C-18-CS-GeoData
4️⃣:	Core	Model	F0D-00-LinearSystems F0D-01-LinearSystemsandConditionNumbers F0D-02-GaussianElimination F0D-03-Eigenvalues F0D-04-MoreEigenvalues F0D-05-QRfactorisation F0D-06-MatrixDecompositions F0D-07-DecompositionMethods F0D-08-LinearAlgebraExamples F0D-09-PCA F0D-10-SparseMatrices F0D-11-SimpleRegression F0D-12-MultipleRegression F0D-13-RidgeRegressionAssignmentBlank F0D-14-RidgeRegressionAssignmentBlank(2) F0D-15-Lasso F0D-16-LogisticRegression F0D-17-SVDFactorisation
5️⃣:	Core	Probability	F0E-00-Probability F0E-01-ProbabilityParadox F0E-02-ProbabilitySimulation

Contributors

Thanks goes to these wonderful people 🌷

Made with contributors-img.

Name		Name	Last commit message	Last commit date
Latest commit History 105 Commits
Data		Data
Image		Image
F0A-00-Python.ipynb		F0A-00-Python.ipynb
F0A-01-ControlAdvData.ipynb		F0A-01-ControlAdvData.ipynb
F0A-02-FunctionOO.ipynb		F0A-02-FunctionOO.ipynb
F0A-03-PackagesAndData.ipynb		F0A-03-PackagesAndData.ipynb
F0B-00-StructuredDataNumPy.ipynb		F0B-00-StructuredDataNumPy.ipynb
F0B-01-OperationsinPandas.ipynb		F0B-01-OperationsinPandas.ipynb
F0B-02-ExploratoryDA.ipynb		F0B-02-ExploratoryDA.ipynb
F0B-03-Supervised.ipynb		F0B-03-Supervised.ipynb
F0B-04-ScikitLearnrandomforest.ipynb		F0B-04-ScikitLearnrandomforest.ipynb
F0B-05-CS1Classification.ipynb		F0B-05-CS1Classification.ipynb
F0B-06-Unsupervised.ipynb		F0B-06-Unsupervised.ipynb
F0C-00-ExploratoryDA.ipynb		F0C-00-ExploratoryDA.ipynb
F0C-01-IntroMatplotlib.ipynb		F0C-01-IntroMatplotlib.ipynb
F0C-02-Pyplot.ipynb		F0C-02-Pyplot.ipynb
F0C-03-CS-EDA1.ipynb		F0C-03-CS-EDA1.ipynb
F0C-04-InfMatplotlib.ipynb		F0C-04-InfMatplotlib.ipynb
F0C-05-CS-EDA2.ipynb		F0C-05-CS-EDA2.ipynb
F0C-06-BasicPlots.ipynb		F0C-06-BasicPlots.ipynb
F0C-07-TimeSeries.ipynb		F0C-07-TimeSeries.ipynb
F0C-08-Styles.ipynb		F0C-08-Styles.ipynb
F0C-09-2DPlots.ipynb		F0C-09-2DPlots.ipynb
F0C-10-Subplots.ipynb		F0C-10-Subplots.ipynb
F0C-11-Scatterplot.ipynb		F0C-11-Scatterplot.ipynb
F0C-12-3DPlots.ipynb		F0C-12-3DPlots.ipynb
F0C-13-Maps.ipynb		F0C-13-Maps.ipynb
F0C-14-EventHandling.ipynb		F0C-14-EventHandling.ipynb
F0C-15-DotDensityMap.ipynb		F0C-15-DotDensityMap.ipynb
F0C-16-GraphViz.ipynb		F0C-16-GraphViz.ipynb
F0C-17-3rdPartyLib.ipynb		F0C-17-3rdPartyLib.ipynb
F0C-18-CS-GeoData.ipynb		F0C-18-CS-GeoData.ipynb
F0D-00-LinearSystems.ipynb		F0D-00-LinearSystems.ipynb
F0D-01-LinearSystemsandConditionNumbers.ipynb		F0D-01-LinearSystemsandConditionNumbers.ipynb
F0D-02-GaussianElimination.ipynb		F0D-02-GaussianElimination.ipynb
F0D-03-Eigenvalues.ipynb		F0D-03-Eigenvalues.ipynb
F0D-04-MoreEigenvalues.ipynb		F0D-04-MoreEigenvalues.ipynb
F0D-05-QRfactorisation.ipynb		F0D-05-QRfactorisation.ipynb
F0D-06-MatrixDecompositions.ipynb		F0D-06-MatrixDecompositions.ipynb
F0D-07-DecompositionMethods.ipynb		F0D-07-DecompositionMethods.ipynb
F0D-08-LinearAlgebraExamples.ipynb		F0D-08-LinearAlgebraExamples.ipynb
F0D-09-PCA.ipynb		F0D-09-PCA.ipynb
F0D-10-SparseMatrices.ipynb		F0D-10-SparseMatrices.ipynb
F0D-11-SimpleRegression.ipynb		F0D-11-SimpleRegression.ipynb
F0D-12-MultipleRegression.ipynb		F0D-12-MultipleRegression.ipynb
F0D-13-RidgeRegressionAssignmentBlank .ipynb		F0D-13-RidgeRegressionAssignmentBlank .ipynb
F0D-14-RidgeRegressionAssignmentBlank (2).ipynb		F0D-14-RidgeRegressionAssignmentBlank (2).ipynb
F0D-15-Lasso.ipynb		F0D-15-Lasso.ipynb
F0D-16-LogisticRegression.ipynb		F0D-16-LogisticRegression.ipynb
F0D-17-SVDFactorisation.ipynb		F0D-17-SVDFactorisation.ipynb
F0E-00-Probability.ipynb		F0E-00-Probability.ipynb
F0E-01-ProbabilityParadox.ipynb		F0E-01-ProbabilityParadox.ipynb
F0E-02-ProbabilitySimulation.ipynb		F0E-02-ProbabilitySimulation.ipynb
FAQ.md		FAQ.md
README.md		README.md

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