tensorflow-sandbox

numpy
pandas
sklearn
tf2

General structure of an ML pipeline

data gathering (sampling),
EDA (data, outliers, relations)
preprocessing
split (sampling)
model (fit, predict, hyper-tune)
- regression
- classification
- clustering
evaluation

for more detail ...

Name		Name	Last commit message	Last commit date
Latest commit History 185 Commits
dataset		dataset
.gitignore		.gitignore
README.md		README.md
linear_regression_tensorflow.ipynb		linear_regression_tensorflow.ipynb
numpy_basics.ipynb		numpy_basics.ipynb
numpy_distributions.ipynb		numpy_distributions.ipynb
numpy_matrix_ops.ipynb		numpy_matrix_ops.ipynb
numpy_random.ipynb		numpy_random.ipynb
pandas_EDA_common understanding.ipynb		pandas_EDA_common understanding.ipynb
pandas_EDA_outliers.ipynb		pandas_EDA_outliers.ipynb
pandas_EDA_relation of.ipynb		pandas_EDA_relation of.ipynb
pandas_basics.ipynb		pandas_basics.ipynb
scenario_arrow_parquet.ipynb		scenario_arrow_parquet.ipynb
scenario_arrow_to_pandas&numpy.ipynb		scenario_arrow_to_pandas&numpy.ipynb
scenario_numpy-vs-pandas.ipynb		scenario_numpy-vs-pandas.ipynb
scenario_numpy_slicing-1d.ipynb		scenario_numpy_slicing-1d.ipynb
scenario_numpy_transforming-2d.ipynb		scenario_numpy_transforming-2d.ipynb
scenario_sklearn-data_to_pandas.ipynb		scenario_sklearn-data_to_pandas.ipynb
sklearn_basics.ipynb		sklearn_basics.ipynb
sklearn_pipeline_adhoc.ipynb		sklearn_pipeline_adhoc.ipynb
sklearn_preprocessing_adhoc.ipynb		sklearn_preprocessing_adhoc.ipynb
sklearn_preprocessing_binarization.ipynb		sklearn_preprocessing_binarization.ipynb
sklearn_preprocessing_bucketing.ipynb		sklearn_preprocessing_bucketing.ipynb
sklearn_preprocessing_encoding.ipynb		sklearn_preprocessing_encoding.ipynb
sklearn_preprocessing_feature scaling.ipynb		sklearn_preprocessing_feature scaling.ipynb
sklearn_preprocessing_impute.ipynb		sklearn_preprocessing_impute.ipynb
sklearn_preprocessing_polynomial features.ipynb		sklearn_preprocessing_polynomial features.ipynb
sklearn_train_split.ipynb		sklearn_train_split.ipynb
tf_basics.ipynb		tf_basics.ipynb
tf_keras_initializers.ipynb		tf_keras_initializers.ipynb

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General structure of an ML pipeline

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General structure of an ML pipeline

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