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CWPK #65: scikit-learn Basics and Initial Encoding

mkbergman.com · published 23 November 2020

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https://www.mkbergman.com/cooking-with-python-and-kbpedia/
mkbergman.com
https://en.wikipedia.org/wiki/Python_%28programming_language%29
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https://en.wikipedia.org/wiki/Scikit-learn
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https://en.wikipedia.org/wiki/Machine_learning
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https://en.wikipedia.org/wiki/Gensim
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https://en.wikipedia.org/wiki/SpaCy
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https://en.wikipedia.org/wiki/Feature_engineering
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https://en.wikipedia.org/wiki/Gold_standard_%28test%29
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https://en.wikipedia.org/wiki/Anaconda_%28Python_distribution%29
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https://scikit-learn.org/stable/index.html
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https://scikit-learn.org/stable/modules/classes.html
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https://en.wikipedia.org/wiki/Pandas_%28software%29
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https://en.wikipedia.org/wiki/PyTorch
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https://en.wikipedia.org/wiki/SciPy
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https://en.wikipedia.org/wiki/NumPy
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https://en.wikipedia.org/wiki/LIBSVM
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https://en.wikipedia.org/wiki/Comma-separated_values
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https://en.wikipedia.org/wiki/Microsoft_Excel
en.wikipedia.org
https://en.wikipedia.org/wiki/JSON
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https://en.wikipedia.org/wiki/SQL
en.wikipedia.org
https://scikit-learn.org/stable/user_guide.html
scikit-learn.org
https://scikit-learn.org/stable/related_projects.html
scikit-learn.org
CWPK #48: Case Study: A Sweeping Refactoring Read at the source ↗
mkbergman.com
CWPK #44: Annotation Ingest Read at the source ↗
mkbergman.com
https://github.com/atom
github.com
https://atom.io/packages/tablr
atom.io
https://www.emeditor.com/
emeditor.com
https://github.com/abe33/atom-tablr/issues/100
github.com
https://pandas.pydata.org/pandas-docs/stable/user_guide/merging.html
pandas.pydata.org
https://datacarpentry.org/python-ecology-lesson/05-merging-data/index.html
datacarpentry.org
http://psrc.github.io/itm-tutorial-python/04-merging-data
psrc.github.io
CWPK #63: Staging Data Sci Resources and Preprocessing Read at the source ↗
mkbergman.com
CWPK #56: Graph Visualization and Extraction Read at the source ↗
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https://en.wikipedia.org/wiki/Principal_component_analysis
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https://en.wikipedia.org/wiki/Hyperparameter_optimization
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https://www.dunderdata.com/blog/from-pandas-to-scikit-learn-an-exciting-new-worflow
dunderdata.com
https://github.com/scikit-learn-contrib/sklearn-pandas
github.com
https://scikit-learn.org/stable/modules/generated/sklearn.compose.ColumnTransformer.html
scikit-learn.org
https://scikit-learn.org/stable/modules/compose.html
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https://scikit-learn.org/stable/auto_examples/compose/plot_column_transformer_mixed_types.html
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https://www.mikulskibartosz.name/preprocessing-the-input-panda-dataframe-using-columntransformer-in-scikit-learn/
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https://jorisvandenbossche.github.io/blog/2018/05/28/scikit-learn-columntransformer/
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https://queirozf.com/entries/scikit-learn-pipelines-custom-pipelines-and-pandas-integration
queirozf.com
Preparing a Dataset for Machine Learning with scikit-learn Read at the source ↗
tutorialedge.net
https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.LabelEncoder.html
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https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html
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https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.get_dummies.html
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https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.TfidfVectorizer.html
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https://en.wikipedia.org/wiki/Feature_hashing
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https://en.wikipedia.org/wiki/Tf%E2%80%93idf
en.wikipedia.org
https://scikit-learn.org/stable/glossary.html
scikit-learn.org
https://docs.scipy.org/doc/scipy/reference/generated/scipy.sparse.csr_matrix.html
docs.scipy.org
https://en.wikipedia.org/wiki/Data_wrangling
en.wikipedia.org
https://github.com/jbesomi/texthero
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https://en.wikipedia.org/wiki/Natural_Language_Toolkit
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https://textblob.readthedocs.io/en/dev/
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https://radimrehurek.com/gensim/models/doc2vec.html
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https://www.kaggle.com/python10pm/sklearn-50-best-tips-and-tricks
kaggle.com
https://www.dataquest.io/blog/sci-kit-learn-tutorial/
dataquest.io
https://github.com/skorch-dev/skorch
github.com
https://github.com/scikit-learn-contrib/category_encoders
github.com
https://scikit-learn.org/stable/modules/preprocessing.html
scikit-learn.org
https://scikit-learn.org/stable/modules/model_evaluation.html
scikit-learn.org
https://www.ritchieng.com/pandas-scikit-learn/
ritchieng.com
https://www.earthdatascience.org/courses/intro-to-earth-data-science/write-efficient-python-code/loops/list-comprehensions
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https://builtin.com/data-science/curse-dimensionality
builtin.com
http://kbpedia.org/
kbpedia.org
https://github.com/Cognonto/cowpoke
github.com
https://mybinder.org/v2/gh/Cognonto/CWPK/master
mybinder.org
https://github.com/Cognonto/CWPK
github.com