Knowledge Base Resources

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Scikit-Learn: Easy Machine Learning and Modeling
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Scikit-learn is free software machine learning library for Python. It has a variety of features you can use on data, from linear regression classifiers to xg-boost and random forests. It is very useful when you want to analyze small parts of data quickly.
documentationaiplottingvisualizationbig-datadata-analysisdeep-learningimage-processingmachine-learningmonte-carloneural-networksvectorization
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Type
tool
Level
Beginner, Intermediate
marimo | a next generation python notebook
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Introduction seminar for new reactive python notebook from marimo ambassador.
aicomputer-graphicsplottingvisualizationbig-datadata-analysisgitpython
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Type
tool
Level
Beginner, Intermediate, Advanced
Data Imputation Methods for Climate Data and Mortality Data
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This slices and videos introduced how to use K-Nearest-Neighbors method to impute climate data and how to use Bayesian Spatio-Temporal models in R-INLA to impute mortality data. The demos will be added soon.
allocation-valuedocumentationaiplottingvisualizationdata-analysismachine-learning
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Type
video_link
Level
Intermediate, Advanced