feature-engine · solegalli · Aug 22, 2024 · Aug 22, 2024
diff --git a/README.md b/README.md
@@ -28,7 +28,7 @@ transforming parameters from the data and then transform it.
 
 * [Forecasting with Machine Learning, Online Course](https://www.trainindata.com/p/forecasting-with-machine-learning)
 
-* [Python Feature Engineering Cookbook](https://packt.link/0ewSo)
+* [Python Feature Engineering Cookbook](https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587)
 
 * [Feature Selection in Machine Learning Book](https://leanpub.com/feature-selection-in-machine-learning)
 

diff --git a/docs/api_doc/imputation/index.rst b/docs/api_doc/imputation/index.rst
@@ -367,7 +367,7 @@ Our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/images/cookbook.png b/docs/images/cookbook.png
diff --git a/docs/index.rst b/docs/index.rst
@@ -127,7 +127,7 @@ Feature-engine features in the following tutorials
 - `Feature Engineering for Machine Learning <https://www.trainindata.com/p/feature-engineering-for-machine-learning>`_, Online Course.
 - `Feature Selection for Machine Learning <https://www.trainindata.com/p/feature-selection-for-machine-learning>`_, Online Course.
 - `Feature Engineering for Time Series Forecasting <https://www.trainindata.com/p/feature-engineering-for-forecasting>`_, Online Course.
-- `Python Feature Engineering Cookbook <https://packt.link/0ewSo>`_, book.
+- `Python Feature Engineering Cookbook <https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587>`_, book.
 - `Feature Selection in Machine Learning with Python <https://leanpub.com/feature-selection-in-machine-learning>`_, book.
 
 More learning resources in :ref:`**Learning Resources** <learning_resources>`.

diff --git a/docs/resources/blogs.rst b/docs/resources/blogs.rst
@@ -27,8 +27,17 @@ Feature selection
 - `Feature Selection for Machine Learning: A comprehensive Overview <https://www.blog.trainindata.com/feature-selection-for-machine-learning/>`_.
 
 
+YouTube
+-------
+
+Playlists
+~~~~~~~~~
+
+- `One minute to Feature-engine <https://www.youtube.com/watch?v=nisuJQTyDSA&list=PL_7uaHXkQmKVXh06fCWRxdQRZsl3wva5k>`_
+- `Feature-engine <https://www.youtube.com/watch?v=maRloknVxVg&list=PL_7uaHXkQmKVlqlvgQJuaWEKjagHbERtp>`_
+
 Videos
-------
+~~~~~~
 
 - `Streamlining Feature Engineering Pipes with Feature-engine <https://www.youtube.com/watch?v=0V3_uXX30Ko>`_, Data Science Festival, 2020.
 - `Optimising Feature Engineering Pipelines with Feature-engine <https://www.youtube.com/watch?v=qT-3KUaFYmk/>`_, Pydata Cambridge 2020, from minute 51:43.
@@ -43,9 +52,7 @@ Podcasts
 En Español
 ----------
 
-Empezamos una nueva website con blogs en español. Chequeala:
-
-- `Entrena en Datos <https://www.es.trainindata.com/>`_.
+- `Curso gratis de ingenieria de variables <https://www.youtube.com/watch?v=fmAUVceuQu4&list=PL_7uaHXkQmKU6JyThyqyUUZdCYqJJ9SeO>`_.
 
 Ademas, te pueden interesar:
 

diff --git a/docs/resources/books.rst b/docs/resources/books.rst
@@ -8,7 +8,7 @@ in the following books:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/resources/courses.rst b/docs/resources/courses.rst
@@ -44,13 +44,6 @@ selection in general in the following online courses:
 
    Interpreting Machine Learning Models
 
-.. figure::  ../images/dmlm.png
-   :width: 300
-   :figclass: align-center
-   :align: right
-   :target: https://www.udemy.com/course/deployment-of-machine-learning-models/?referralCode=D4FE5EA129FFD203CFF4
-
-   Deployment of Machine Learning Models
 
 |
 |
diff --git a/docs/user_guide/creation/DecisionTreeFeatures.rst b/docs/user_guide/creation/DecisionTreeFeatures.rst
@@ -514,7 +514,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/creation/MathFeatures.rst b/docs/user_guide/creation/MathFeatures.rst
@@ -257,7 +257,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/creation/RelativeFeatures.rst b/docs/user_guide/creation/RelativeFeatures.rst
@@ -172,7 +172,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/creation/index.rst b/docs/user_guide/creation/index.rst
@@ -279,7 +279,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/datetime/DatetimeFeatures.rst b/docs/user_guide/datetime/DatetimeFeatures.rst
@@ -829,7 +829,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/datetime/DatetimeSubtraction.rst b/docs/user_guide/datetime/DatetimeSubtraction.rst
@@ -489,7 +489,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/discretisation/ArbitraryDiscretiser.rst b/docs/user_guide/discretisation/ArbitraryDiscretiser.rst
@@ -141,7 +141,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/discretisation/DecisionTreeDiscretiser.rst b/docs/user_guide/discretisation/DecisionTreeDiscretiser.rst
@@ -447,7 +447,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/discretisation/EqualFrequencyDiscretiser.rst b/docs/user_guide/discretisation/EqualFrequencyDiscretiser.rst
@@ -413,7 +413,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/discretisation/EqualWidthDiscretiser.rst b/docs/user_guide/discretisation/EqualWidthDiscretiser.rst
@@ -322,7 +322,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/discretisation/GeometricWidthDiscretiser.rst b/docs/user_guide/discretisation/GeometricWidthDiscretiser.rst
@@ -182,7 +182,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/encoding/CountFrequencyEncoder.rst b/docs/user_guide/encoding/CountFrequencyEncoder.rst
@@ -293,7 +293,7 @@ Our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/encoding/DecisionTreeEncoder.rst b/docs/user_guide/encoding/DecisionTreeEncoder.rst
@@ -460,7 +460,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/encoding/MeanEncoder.rst b/docs/user_guide/encoding/MeanEncoder.rst
@@ -393,7 +393,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/encoding/OneHotEncoder.rst b/docs/user_guide/encoding/OneHotEncoder.rst
@@ -560,7 +560,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/encoding/OrdinalEncoder.rst b/docs/user_guide/encoding/OrdinalEncoder.rst
@@ -543,7 +543,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/encoding/RareLabelEncoder.rst b/docs/user_guide/encoding/RareLabelEncoder.rst
@@ -247,7 +247,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/encoding/WoEEncoder.rst b/docs/user_guide/encoding/WoEEncoder.rst
@@ -531,7 +531,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/encoding/index.rst b/docs/user_guide/encoding/index.rst
@@ -403,7 +403,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/imputation/AddMissingIndicator.rst b/docs/user_guide/imputation/AddMissingIndicator.rst
@@ -131,7 +131,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/imputation/ArbitraryNumberImputer.rst b/docs/user_guide/imputation/ArbitraryNumberImputer.rst
@@ -143,7 +143,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/imputation/CategoricalImputer.rst b/docs/user_guide/imputation/CategoricalImputer.rst
@@ -328,7 +328,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/imputation/DropMissingData.rst b/docs/user_guide/imputation/DropMissingData.rst
@@ -586,7 +586,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/imputation/EndTailImputer.rst b/docs/user_guide/imputation/EndTailImputer.rst
@@ -128,7 +128,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/imputation/MeanMedianImputer.rst b/docs/user_guide/imputation/MeanMedianImputer.rst
@@ -331,7 +331,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/imputation/RandomSampleImputer.rst b/docs/user_guide/imputation/RandomSampleImputer.rst
@@ -175,7 +175,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/outliers/ArbitraryOutlierCapper.rst b/docs/user_guide/outliers/ArbitraryOutlierCapper.rst
@@ -123,7 +123,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/outliers/OutlierTrimmer.rst b/docs/user_guide/outliers/OutlierTrimmer.rst
@@ -643,7 +643,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/outliers/Winsorizer.rst b/docs/user_guide/outliers/Winsorizer.rst
@@ -168,7 +168,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/pipeline/Pipeline.rst b/docs/user_guide/pipeline/Pipeline.rst
@@ -628,7 +628,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/pipeline/make_pipeline.rst b/docs/user_guide/pipeline/make_pipeline.rst
@@ -297,7 +297,7 @@ To learn more about direct forecasting and how to create features, check out our
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/transformation/ArcsinTransformer.rst b/docs/user_guide/transformation/ArcsinTransformer.rst
@@ -145,7 +145,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/transformation/BoxCoxTransformer.rst b/docs/user_guide/transformation/BoxCoxTransformer.rst
@@ -231,7 +231,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/transformation/LogCpTransformer.rst b/docs/user_guide/transformation/LogCpTransformer.rst
@@ -129,7 +129,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook
 

diff --git a/docs/user_guide/transformation/LogTransformer.rst b/docs/user_guide/transformation/LogTransformer.rst
@@ -174,7 +174,7 @@ Or read our book:
    :width: 200
    :figclass: align-center
    :align: left
-   :target: https://packt.link/0ewSo
+   :target: https://www.packtpub.com/en-us/product/python-feature-engineering-cookbook-9781835883587
 
    Python Feature Engineering Cookbook