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diff --git a/‎_sources/python_scripts/linear_models_feature_engineering_classification.py
+2-2 b/‎_sources/python_scripts/linear_models_feature_engineering_classification.py
+2-2
diff --git a/‎_sources/python_scripts/parameter_tuning_nested.py
+1-1 b/‎_sources/python_scripts/parameter_tuning_nested.py
+1-1
diff --git a/‎_static/locales/ar/LC_MESSAGES/booktheme.po
+31-31 b/‎_static/locales/ar/LC_MESSAGES/booktheme.po
+31-31
diff --git a/‎_static/locales/bg/LC_MESSAGES/booktheme.po
+31-31 b/‎_static/locales/bg/LC_MESSAGES/booktheme.po
+31-31
diff --git a/‎_static/locales/bn/LC_MESSAGES/booktheme.po
+28-28 b/‎_static/locales/bn/LC_MESSAGES/booktheme.po
+28-28
diff --git a/‎_static/locales/ca/LC_MESSAGES/booktheme.po
+30-30 b/‎_static/locales/ca/LC_MESSAGES/booktheme.po
+30-30
@@ -350,10 +350,10 @@ def plot_decision_boundary(model, title=None):
 
 # %% [markdown]
 #
-# The polynomial kernel approach would be interesting in cases were the
+# The polynomial kernel approach would be interesting in cases where the
 # original feature space is already of high dimension: in these cases,
 # **computing the complete polynomial expansion** with `PolynomialFeatures`
-# could be **intractable**, while Nyström method can control the output
+# could be **intractable**, while the Nyström method can control the output
 # dimensionality with the `n_components` parameter.
 #
 # Let's now explore the use of a radial basis function (RBF) kernel:
 
@@ -265,7 +265,7 @@
 #
 # For each outer cross-validation split (indexed on the left-hand side),
 # the best hyper-parameters are selected based on the validation scores
-# (computed on the greed samples) and a model is refitted on the concatenation
+# (computed on the green samples) and a model is refitted on the concatenation
 # of the red and green samples for that outer CV iteration.
 #
 # The generalization performance of the 5 refitted models from the outer CV
 
@@ -8,68 +8,68 @@ msgstr ""
 "Language: ar\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Edit this page"
-msgstr "قم بتحرير هذه الصفحة"
+msgid "Download source file"
+msgstr "تنزيل ملف المصدر"
 
-msgid "Fullscreen mode"
-msgstr "وضع ملء الشاشة"
+msgid "suggest edit"
+msgstr "أقترح تحرير"
 
-msgid "previous page"
-msgstr "الصفحة السابقة"
+msgid "Toggle navigation"
+msgstr "تبديل التنقل"
 
-msgid "Last updated on"
-msgstr "آخر تحديث في"
+msgid "open issue"
+msgstr "قضية مفتوحة"
 
 msgid "Download notebook file"
 msgstr "تنزيل ملف دفتر الملاحظات"
 
 msgid "repository"
 msgstr "مخزن"
 
-msgid "Download this page"
-msgstr "قم بتنزيل هذه الصفحة"
-
-msgid "Sphinx Book Theme"
-msgstr "موضوع كتاب أبو الهول"
+msgid "Theme by the"
+msgstr "موضوع بواسطة"
 
 msgid "Print to PDF"
 msgstr "طباعة إلى PDF"
 
-msgid "Toggle navigation"
-msgstr "تبديل التنقل"
+msgid "Download this page"
+msgstr "قم بتنزيل هذه الصفحة"
 
-msgid "Open an issue"
-msgstr "افتح قضية"
+msgid "Copyright"
+msgstr "حقوق النشر"
 
-msgid "By the"
-msgstr "بواسطة"
+msgid "Last updated on"
+msgstr "آخر تحديث في"
 
 msgid "Launch"
 msgstr "إطلاق"
 
-msgid "Download source file"
-msgstr "تنزيل ملف المصدر"
+msgid "Open an issue"
+msgstr "افتح قضية"
 
-msgid "Copyright"
-msgstr "حقوق النشر"
+msgid "Fullscreen mode"
+msgstr "وضع ملء الشاشة"
 
-msgid "Theme by the"
-msgstr "موضوع بواسطة"
+msgid "Sphinx Book Theme"
+msgstr "موضوع كتاب أبو الهول"
 
 msgid "Contents"
 msgstr "محتويات"
 
-msgid "Source repository"
-msgstr "مستودع المصدر"
+msgid "Edit this page"
+msgstr "قم بتحرير هذه الصفحة"
 
 msgid "next page"
 msgstr "الصفحة التالية"
 
-msgid "suggest edit"
-msgstr "أقترح تحرير"
+msgid "Source repository"
+msgstr "مستودع المصدر"
 
 msgid "By"
 msgstr "بواسطة"
 
-msgid "open issue"
-msgstr "قضية مفتوحة"
+msgid "By the"
+msgstr "بواسطة"
+
+msgid "previous page"
+msgstr "الصفحة السابقة"
@@ -8,68 +8,68 @@ msgstr ""
 "Language: bg\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Edit this page"
-msgstr "Редактирайте тази страница"
+msgid "Download source file"
+msgstr "Изтеглете изходния файл"
 
-msgid "Fullscreen mode"
-msgstr "Режим на цял екран"
+msgid "suggest edit"
+msgstr "предложи редактиране"
 
-msgid "previous page"
-msgstr "предишна страница"
+msgid "Toggle navigation"
+msgstr "Превключване на навигацията"
 
-msgid "Last updated on"
-msgstr "Последна актуализация на"
+msgid "open issue"
+msgstr "отворен брой"
 
 msgid "Download notebook file"
 msgstr "Изтеглете файла на бележника"
 
 msgid "repository"
 msgstr "хранилище"
 
-msgid "Download this page"
-msgstr "Изтеглете тази страница"
-
-msgid "Sphinx Book Theme"
-msgstr "Тема на книгата Sphinx"
+msgid "Theme by the"
+msgstr "Тема от"
 
 msgid "Print to PDF"
 msgstr "Печат в PDF"
 
-msgid "Toggle navigation"
-msgstr "Превключване на навигацията"
+msgid "Download this page"
+msgstr "Изтеглете тази страница"
 
-msgid "Open an issue"
-msgstr "Отворете проблем"
+msgid "Copyright"
+msgstr "Авторско право"
 
-msgid "By the"
-msgstr "По"
+msgid "Last updated on"
+msgstr "Последна актуализация на"
 
 msgid "Launch"
 msgstr "Стартиране"
 
-msgid "Download source file"
-msgstr "Изтеглете изходния файл"
+msgid "Open an issue"
+msgstr "Отворете проблем"
 
-msgid "Copyright"
-msgstr "Авторско право"
+msgid "Fullscreen mode"
+msgstr "Режим на цял екран"
 
-msgid "Theme by the"
-msgstr "Тема от"
+msgid "Sphinx Book Theme"
+msgstr "Тема на книгата Sphinx"
 
 msgid "Contents"
 msgstr "Съдържание"
 
-msgid "Source repository"
-msgstr "Хранилище на източника"
+msgid "Edit this page"
+msgstr "Редактирайте тази страница"
 
 msgid "next page"
 msgstr "Следваща страница"
 
-msgid "suggest edit"
-msgstr "предложи редактиране"
+msgid "Source repository"
+msgstr "Хранилище на източника"
 
 msgid "By"
 msgstr "От"
 
-msgid "open issue"
-msgstr "отворен брой"
+msgid "By the"
+msgstr "По"
+
+msgid "previous page"
+msgstr "предишна страница"
@@ -8,56 +8,56 @@ msgstr ""
 "Language: bn\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Edit this page"
-msgstr "এই পৃষ্ঠাটি সম্পাদনা করুন"
+msgid "Download source file"
+msgstr "উত্স ফাইল ডাউনলোড করুন"
 
-msgid "previous page"
-msgstr "আগের পৃষ্ঠা"
+msgid "Toggle navigation"
+msgstr "নেভিগেশন টগল করুন"
 
-msgid "Last updated on"
-msgstr "সর্বশেষ আপডেট"
+msgid "open issue"
+msgstr "খোলা সমস্যা"
 
 msgid "Download notebook file"
 msgstr "নোটবুক ফাইল ডাউনলোড করুন"
 
-msgid "Download this page"
-msgstr "এই পৃষ্ঠাটি ডাউনলোড করুন"
-
-msgid "Sphinx Book Theme"
-msgstr "স্পিনিক্স বুক থিম"
+msgid "Theme by the"
+msgstr "থিম দ্বারা"
 
 msgid "Print to PDF"
 msgstr "পিডিএফ প্রিন্ট করুন"
 
-msgid "Toggle navigation"
-msgstr "নেভিগেশন টগল করুন"
+msgid "Download this page"
+msgstr "এই পৃষ্ঠাটি ডাউনলোড করুন"
 
-msgid "Open an issue"
-msgstr "একটি সমস্যা খুলুন"
+msgid "Copyright"
+msgstr "কপিরাইট"
 
-msgid "By the"
-msgstr "দ্বারা"
+msgid "Last updated on"
+msgstr "সর্বশেষ আপডেট"
 
 msgid "Launch"
 msgstr "শুরু করা"
 
-msgid "Download source file"
-msgstr "উত্স ফাইল ডাউনলোড করুন"
-
-msgid "Copyright"
-msgstr "কপিরাইট"
+msgid "Open an issue"
+msgstr "একটি সমস্যা খুলুন"
 
-msgid "Theme by the"
-msgstr "থিম দ্বারা"
+msgid "Sphinx Book Theme"
+msgstr "স্পিনিক্স বুক থিম"
 
-msgid "Source repository"
-msgstr "উত্স সংগ্রহস্থল"
+msgid "Edit this page"
+msgstr "এই পৃষ্ঠাটি সম্পাদনা করুন"
 
 msgid "next page"
 msgstr "পরবর্তী পৃষ্ঠা"
 
+msgid "Source repository"
+msgstr "উত্স সংগ্রহস্থল"
+
 msgid "By"
 msgstr "দ্বারা"
 
-msgid "open issue"
-msgstr "খোলা সমস্যা"
+msgid "By the"
+msgstr "দ্বারা"
+
+msgid "previous page"
+msgstr "আগের পৃষ্ঠা"
@@ -8,59 +8,59 @@ msgstr ""
 "Language: ca\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Edit this page"
-msgstr "Editeu aquesta pàgina"
+msgid "Download source file"
+msgstr "Baixeu el fitxer font"
 
-msgid "previous page"
-msgstr "Pàgina anterior"
+msgid "suggest edit"
+msgstr "suggerir edició"
 
-msgid "Last updated on"
-msgstr "Darrera actualització el"
+msgid "Toggle navigation"
+msgstr "Commuta la navegació"
+
+msgid "open issue"
+msgstr "número obert"
 
 msgid "Download notebook file"
 msgstr "Descarregar fitxer de quadern"
 
-msgid "Download this page"
-msgstr "Descarregueu aquesta pàgina"
-
-msgid "Sphinx Book Theme"
-msgstr "Tema del llibre Esfinx"
+msgid "Theme by the"
+msgstr "Tema del"
 
 msgid "Print to PDF"
 msgstr "Imprimeix a PDF"
 
-msgid "Toggle navigation"
-msgstr "Commuta la navegació"
+msgid "Download this page"
+msgstr "Descarregueu aquesta pàgina"
 
-msgid "Open an issue"
-msgstr "Obriu un número"
+msgid "Copyright"
+msgstr "Copyright"
 
-msgid "By the"
-msgstr "Per la"
+msgid "Last updated on"
+msgstr "Darrera actualització el"
 
 msgid "Launch"
 msgstr "Llançament"
 
-msgid "Download source file"
-msgstr "Baixeu el fitxer font"
-
-msgid "Copyright"
-msgstr "Copyright"
+msgid "Open an issue"
+msgstr "Obriu un número"
 
-msgid "Theme by the"
-msgstr "Tema del"
+msgid "Sphinx Book Theme"
+msgstr "Tema del llibre Esfinx"
 
-msgid "Source repository"
-msgstr "Dipòsit de fonts"
+msgid "Edit this page"
+msgstr "Editeu aquesta pàgina"
 
 msgid "next page"
 msgstr "pàgina següent"
 
-msgid "suggest edit"
-msgstr "suggerir edició"
+msgid "Source repository"
+msgstr "Dipòsit de fonts"
 
 msgid "By"
 msgstr "Per"
 
-msgid "open issue"
-msgstr "número obert"
+msgid "By the"
+msgstr "Per la"
+
+msgid "previous page"
+msgstr "Pàgina anterior"
Original file line number	Diff line number	Diff line change
`@@ -350,10 +350,10 @@ def plot_decision_boundary(model, title=None):`
`350`	`350`
`351`	`351`	`# %% [markdown]`
`352`	`352`	`#`
`353`		`-# The polynomial kernel approach would be interesting in cases were the`
	`353`	`+# The polynomial kernel approach would be interesting in cases where the`
`354`	`354`	`# original feature space is already of high dimension: in these cases,`
`355`	`355`	# computing the complete polynomial expansion with `PolynomialFeatures`
`356`		`-# could be intractable, while Nyström method can control the output`
	`356`	`+# could be intractable, while the Nyström method can control the output`
`357`	`357`	# dimensionality with the `n_components` parameter.
`358`	`358`	`#`
`359`	`359`	`# Let's now explore the use of a radial basis function (RBF) kernel:`
Original file line number	Diff line number	Diff line change
`@@ -265,7 +265,7 @@`
`265`	`265`	`#`
`266`	`266`	`# For each outer cross-validation split (indexed on the left-hand side),`
`267`	`267`	`# the best hyper-parameters are selected based on the validation scores`
`268`		`-# (computed on the greed samples) and a model is refitted on the concatenation`
	`268`	`+# (computed on the green samples) and a model is refitted on the concatenation`
`269`	`269`	`# of the red and green samples for that outer CV iteration.`
`270`	`270`	`#`
`271`	`271`	`# The generalization performance of the 5 refitted models from the outer CV`