diff --git a/translated_images/ar/3.9b58fd8d6c373c20.webp b/translated_images/ar/3.9b58fd8d6c373c20.webp
new file mode 100644
index 000000000..6036ee042
Binary files /dev/null and b/translated_images/ar/3.9b58fd8d6c373c20.webp differ
diff --git a/translated_images/ar/9-feature-importance.cd3193b4bba3fd4b.webp b/translated_images/ar/9-feature-importance.cd3193b4bba3fd4b.webp
new file mode 100644
index 000000000..2ce66d016
Binary files /dev/null and b/translated_images/ar/9-feature-importance.cd3193b4bba3fd4b.webp differ
diff --git a/translated_images/ar/9-features-influence.3ead3d3f68a84029.webp b/translated_images/ar/9-features-influence.3ead3d3f68a84029.webp
new file mode 100644
index 000000000..f28b46f4c
Binary files /dev/null and b/translated_images/ar/9-features-influence.3ead3d3f68a84029.webp differ
diff --git a/translated_images/ar/ROC.167a70519c5bf898.webp b/translated_images/ar/ROC.167a70519c5bf898.webp
new file mode 100644
index 000000000..70e0f0e6a
Binary files /dev/null and b/translated_images/ar/ROC.167a70519c5bf898.webp differ
diff --git a/translated_images/ar/ROC_2.777f20cdfc4988ca.webp b/translated_images/ar/ROC_2.777f20cdfc4988ca.webp
new file mode 100644
index 000000000..4ef54c11e
Binary files /dev/null and b/translated_images/ar/ROC_2.777f20cdfc4988ca.webp differ
diff --git a/translated_images/ar/accessibility.c1be5ce816eaea65.webp b/translated_images/ar/accessibility.c1be5ce816eaea65.webp
new file mode 100644
index 000000000..19c748f83
Binary files /dev/null and b/translated_images/ar/accessibility.c1be5ce816eaea65.webp differ
diff --git a/translated_images/ar/accountability.41d8c0f4b85b6231.webp b/translated_images/ar/accountability.41d8c0f4b85b6231.webp
new file mode 100644
index 000000000..9495463a1
Binary files /dev/null and b/translated_images/ar/accountability.41d8c0f4b85b6231.webp differ
diff --git a/translated_images/ar/accuracy.2c47fe1bf15f44b3.webp b/translated_images/ar/accuracy.2c47fe1bf15f44b3.webp
new file mode 100644
index 000000000..39b918898
Binary files /dev/null and b/translated_images/ar/accuracy.2c47fe1bf15f44b3.webp differ
diff --git a/translated_images/ar/ai-ml-ds.537ea441b124ebf6.webp b/translated_images/ar/ai-ml-ds.537ea441b124ebf6.webp
new file mode 100644
index 000000000..eb3e6a683
Binary files /dev/null and b/translated_images/ar/ai-ml-ds.537ea441b124ebf6.webp differ
diff --git a/translated_images/ar/all-genres.1d56ef06cefbfcd6.webp b/translated_images/ar/all-genres.1d56ef06cefbfcd6.webp
new file mode 100644
index 000000000..c1dd16033
Binary files /dev/null and b/translated_images/ar/all-genres.1d56ef06cefbfcd6.webp differ
diff --git a/translated_images/ar/apple.c81c8d5965e5e5da.webp b/translated_images/ar/apple.c81c8d5965e5e5da.webp
new file mode 100644
index 000000000..b2217e923
Binary files /dev/null and b/translated_images/ar/apple.c81c8d5965e5e5da.webp differ
diff --git a/translated_images/ar/barchart.a833ea9194346d76.webp b/translated_images/ar/barchart.a833ea9194346d76.webp
new file mode 100644
index 000000000..673f15328
Binary files /dev/null and b/translated_images/ar/barchart.a833ea9194346d76.webp differ
diff --git a/translated_images/ar/bellman-equation.7c0c4c722e5a6b7c.webp b/translated_images/ar/bellman-equation.7c0c4c722e5a6b7c.webp
new file mode 100644
index 000000000..f3c61b632
Binary files /dev/null and b/translated_images/ar/bellman-equation.7c0c4c722e5a6b7c.webp differ
diff --git a/translated_images/ar/binary-multiclass.b56d0c86c81105a6.webp b/translated_images/ar/binary-multiclass.b56d0c86c81105a6.webp
new file mode 100644
index 000000000..f479a7151
Binary files /dev/null and b/translated_images/ar/binary-multiclass.b56d0c86c81105a6.webp differ
diff --git a/translated_images/ar/boxplots.8228c29dabd0f292.webp b/translated_images/ar/boxplots.8228c29dabd0f292.webp
new file mode 100644
index 000000000..4b9a73323
Binary files /dev/null and b/translated_images/ar/boxplots.8228c29dabd0f292.webp differ
diff --git a/translated_images/ar/calculation.a209813050a1ddb1.webp b/translated_images/ar/calculation.a209813050a1ddb1.webp
new file mode 100644
index 000000000..467269687
Binary files /dev/null and b/translated_images/ar/calculation.a209813050a1ddb1.webp differ
diff --git a/translated_images/ar/cartpole.b5609cc0494a14f7.webp b/translated_images/ar/cartpole.b5609cc0494a14f7.webp
new file mode 100644
index 000000000..848d3ee7b
Binary files /dev/null and b/translated_images/ar/cartpole.b5609cc0494a14f7.webp differ
diff --git a/translated_images/ar/centroid.097fde836cf6c918.webp b/translated_images/ar/centroid.097fde836cf6c918.webp
new file mode 100644
index 000000000..e5048ef81
Binary files /dev/null and b/translated_images/ar/centroid.097fde836cf6c918.webp differ
diff --git a/translated_images/ar/ceos.3de5d092ce8d2753.webp b/translated_images/ar/ceos.3de5d092ce8d2753.webp
new file mode 100644
index 000000000..d212b0f27
Binary files /dev/null and b/translated_images/ar/ceos.3de5d092ce8d2753.webp differ
diff --git a/translated_images/ar/ceos.7a9a67871424a6c0.webp b/translated_images/ar/ceos.7a9a67871424a6c0.webp
new file mode 100644
index 000000000..d212b0f27
Binary files /dev/null and b/translated_images/ar/ceos.7a9a67871424a6c0.webp differ
diff --git a/translated_images/ar/cf-what-if-features.5a92a6924da3e9b5.webp b/translated_images/ar/cf-what-if-features.5a92a6924da3e9b5.webp
new file mode 100644
index 000000000..eca59222f
Binary files /dev/null and b/translated_images/ar/cf-what-if-features.5a92a6924da3e9b5.webp differ
diff --git a/translated_images/ar/cheatsheet.07a475ea444d2223.webp b/translated_images/ar/cheatsheet.07a475ea444d2223.webp
new file mode 100644
index 000000000..0c4f9f5c8
Binary files /dev/null and b/translated_images/ar/cheatsheet.07a475ea444d2223.webp differ
diff --git a/translated_images/ar/chess.e704a268781bdad8.webp b/translated_images/ar/chess.e704a268781bdad8.webp
new file mode 100644
index 000000000..03d0850d8
Binary files /dev/null and b/translated_images/ar/chess.e704a268781bdad8.webp differ
diff --git a/translated_images/ar/chinese.e62cafa5309f111a.webp b/translated_images/ar/chinese.e62cafa5309f111a.webp
new file mode 100644
index 000000000..ff3a107ae
Binary files /dev/null and b/translated_images/ar/chinese.e62cafa5309f111a.webp differ
diff --git a/translated_images/ar/clusters.b635354640d8e4fd.webp b/translated_images/ar/clusters.b635354640d8e4fd.webp
new file mode 100644
index 000000000..874b4928b
Binary files /dev/null and b/translated_images/ar/clusters.b635354640d8e4fd.webp differ
diff --git a/translated_images/ar/comparison.edfab56193a85e7f.webp b/translated_images/ar/comparison.edfab56193a85e7f.webp
new file mode 100644
index 000000000..999dfe9fc
Binary files /dev/null and b/translated_images/ar/comparison.edfab56193a85e7f.webp differ
diff --git a/translated_images/ar/comprehension.619708fc5959b0f6.webp b/translated_images/ar/comprehension.619708fc5959b0f6.webp
new file mode 100644
index 000000000..f10bc8078
Binary files /dev/null and b/translated_images/ar/comprehension.619708fc5959b0f6.webp differ
diff --git a/translated_images/ar/confusion-matrix.3cc5496a1a37c3e4.webp b/translated_images/ar/confusion-matrix.3cc5496a1a37c3e4.webp
new file mode 100644
index 000000000..95243229a
Binary files /dev/null and b/translated_images/ar/confusion-matrix.3cc5496a1a37c3e4.webp differ
diff --git a/translated_images/ar/correlation.a9356bb798f5eea5.webp b/translated_images/ar/correlation.a9356bb798f5eea5.webp
new file mode 100644
index 000000000..098dc8853
Binary files /dev/null and b/translated_images/ar/correlation.a9356bb798f5eea5.webp differ
diff --git a/translated_images/ar/counterfactuals-examples.b38a50a504ee0a9f.webp b/translated_images/ar/counterfactuals-examples.b38a50a504ee0a9f.webp
new file mode 100644
index 000000000..cf798cac0
Binary files /dev/null and b/translated_images/ar/counterfactuals-examples.b38a50a504ee0a9f.webp differ
diff --git a/translated_images/ar/cuisine-dist.d0cc2d551abe5c25.webp b/translated_images/ar/cuisine-dist.d0cc2d551abe5c25.webp
new file mode 100644
index 000000000..fe9e34467
Binary files /dev/null and b/translated_images/ar/cuisine-dist.d0cc2d551abe5c25.webp differ
diff --git a/translated_images/ar/currency.e7429812bfc8c608.webp b/translated_images/ar/currency.e7429812bfc8c608.webp
new file mode 100644
index 000000000..43245ac20
Binary files /dev/null and b/translated_images/ar/currency.e7429812bfc8c608.webp differ
diff --git a/translated_images/ar/data-visualization.54e56dded7c1a804.webp b/translated_images/ar/data-visualization.54e56dded7c1a804.webp
new file mode 100644
index 000000000..72a8ff959
Binary files /dev/null and b/translated_images/ar/data-visualization.54e56dded7c1a804.webp differ
diff --git a/translated_images/ar/dataanalysis-cover.8d6d0683a70a5c1e.webp b/translated_images/ar/dataanalysis-cover.8d6d0683a70a5c1e.webp
new file mode 100644
index 000000000..4dd233c54
Binary files /dev/null and b/translated_images/ar/dataanalysis-cover.8d6d0683a70a5c1e.webp differ
diff --git a/translated_images/ar/datapoints.aaf6815cd5d87354.webp b/translated_images/ar/datapoints.aaf6815cd5d87354.webp
new file mode 100644
index 000000000..4bb404dd5
Binary files /dev/null and b/translated_images/ar/datapoints.aaf6815cd5d87354.webp differ
diff --git a/translated_images/ar/distribution.9be11df42356ca95.webp b/translated_images/ar/distribution.9be11df42356ca95.webp
new file mode 100644
index 000000000..f26b3dcb8
Binary files /dev/null and b/translated_images/ar/distribution.9be11df42356ca95.webp differ
diff --git a/translated_images/ar/dplyr_filter.b480b264b03439ff.webp b/translated_images/ar/dplyr_filter.b480b264b03439ff.webp
new file mode 100644
index 000000000..94a7caf2f
Binary files /dev/null and b/translated_images/ar/dplyr_filter.b480b264b03439ff.webp differ
diff --git a/translated_images/ar/dplyr_wrangling.f5f99c64fd4580f1.webp b/translated_images/ar/dplyr_wrangling.f5f99c64fd4580f1.webp
new file mode 100644
index 000000000..1b9711e91
Binary files /dev/null and b/translated_images/ar/dplyr_wrangling.f5f99c64fd4580f1.webp differ
diff --git a/translated_images/ar/ea-error-cohort.6886209ea5d438c4.webp b/translated_images/ar/ea-error-cohort.6886209ea5d438c4.webp
new file mode 100644
index 000000000..2efc7aa0f
Binary files /dev/null and b/translated_images/ar/ea-error-cohort.6886209ea5d438c4.webp differ
diff --git a/translated_images/ar/ea-error-distribution.117452e1177c1dd8.webp b/translated_images/ar/ea-error-distribution.117452e1177c1dd8.webp
new file mode 100644
index 000000000..e680acd95
Binary files /dev/null and b/translated_images/ar/ea-error-distribution.117452e1177c1dd8.webp differ
diff --git a/translated_images/ar/ea-heatmap.8d27185e28cee383.webp b/translated_images/ar/ea-heatmap.8d27185e28cee383.webp
new file mode 100644
index 000000000..ff44d34cb
Binary files /dev/null and b/translated_images/ar/ea-heatmap.8d27185e28cee383.webp differ
diff --git a/translated_images/ar/elbow.72676169eed744ff.webp b/translated_images/ar/elbow.72676169eed744ff.webp
new file mode 100644
index 000000000..485041cba
Binary files /dev/null and b/translated_images/ar/elbow.72676169eed744ff.webp differ
diff --git a/translated_images/ar/electric-grid.0c21d5214db09ffa.webp b/translated_images/ar/electric-grid.0c21d5214db09ffa.webp
new file mode 100644
index 000000000..e4badeb83
Binary files /dev/null and b/translated_images/ar/electric-grid.0c21d5214db09ffa.webp differ
diff --git a/translated_images/ar/eliza.84397454cda9559b.webp b/translated_images/ar/eliza.84397454cda9559b.webp
new file mode 100644
index 000000000..99b4357c2
Binary files /dev/null and b/translated_images/ar/eliza.84397454cda9559b.webp differ
diff --git a/translated_images/ar/embedding.2cf8953c4b3101d1.webp b/translated_images/ar/embedding.2cf8953c4b3101d1.webp
new file mode 100644
index 000000000..bb3242c2f
Binary files /dev/null and b/translated_images/ar/embedding.2cf8953c4b3101d1.webp differ
diff --git a/translated_images/ar/encouRage.e75d5fe0367fb913.webp b/translated_images/ar/encouRage.e75d5fe0367fb913.webp
new file mode 100644
index 000000000..79eaa3065
Binary files /dev/null and b/translated_images/ar/encouRage.e75d5fe0367fb913.webp differ
diff --git a/translated_images/ar/energy-plot.5fdac3f397a910bc.webp b/translated_images/ar/energy-plot.5fdac3f397a910bc.webp
new file mode 100644
index 000000000..181c551d3
Binary files /dev/null and b/translated_images/ar/energy-plot.5fdac3f397a910bc.webp differ
diff --git a/translated_images/ar/env_init.04e8f26d2d60089e.webp b/translated_images/ar/env_init.04e8f26d2d60089e.webp
new file mode 100644
index 000000000..a527dfdbc
Binary files /dev/null and b/translated_images/ar/env_init.04e8f26d2d60089e.webp differ
diff --git a/translated_images/ar/environment.40ba3cb66256c93f.webp b/translated_images/ar/environment.40ba3cb66256c93f.webp
new file mode 100644
index 000000000..ac2fff7d1
Binary files /dev/null and b/translated_images/ar/environment.40ba3cb66256c93f.webp differ
diff --git a/translated_images/ar/escape.18862db9930337e3.webp b/translated_images/ar/escape.18862db9930337e3.webp
new file mode 100644
index 000000000..b5960137f
Binary files /dev/null and b/translated_images/ar/escape.18862db9930337e3.webp differ
diff --git a/translated_images/ar/facetgrid.9b2e65ce707eba1f.webp b/translated_images/ar/facetgrid.9b2e65ce707eba1f.webp
new file mode 100644
index 000000000..1272181e6
Binary files /dev/null and b/translated_images/ar/facetgrid.9b2e65ce707eba1f.webp differ
diff --git a/translated_images/ar/fairness.25d7c8ce9817272d.webp b/translated_images/ar/fairness.25d7c8ce9817272d.webp
new file mode 100644
index 000000000..6bfcd9147
Binary files /dev/null and b/translated_images/ar/fairness.25d7c8ce9817272d.webp differ
diff --git a/translated_images/ar/fairness.b9f9893a4e3dc28b.webp b/translated_images/ar/fairness.b9f9893a4e3dc28b.webp
new file mode 100644
index 000000000..6bfcd9147
Binary files /dev/null and b/translated_images/ar/fairness.b9f9893a4e3dc28b.webp differ
diff --git a/translated_images/ar/favicon.37b561214b36d454.webp b/translated_images/ar/favicon.37b561214b36d454.webp
new file mode 100644
index 000000000..48a53960d
Binary files /dev/null and b/translated_images/ar/favicon.37b561214b36d454.webp differ
diff --git a/translated_images/ar/flat-nonflat.d1c8c6e2a96110c1.webp b/translated_images/ar/flat-nonflat.d1c8c6e2a96110c1.webp
new file mode 100644
index 000000000..3493852a8
Binary files /dev/null and b/translated_images/ar/flat-nonflat.d1c8c6e2a96110c1.webp differ
diff --git a/translated_images/ar/full-data-predict.4f0fed16a131c8f3.webp b/translated_images/ar/full-data-predict.4f0fed16a131c8f3.webp
new file mode 100644
index 000000000..195980901
Binary files /dev/null and b/translated_images/ar/full-data-predict.4f0fed16a131c8f3.webp differ
diff --git a/translated_images/ar/full-data.a82ec9957e580e97.webp b/translated_images/ar/full-data.a82ec9957e580e97.webp
new file mode 100644
index 000000000..3ca39dc2d
Binary files /dev/null and b/translated_images/ar/full-data.a82ec9957e580e97.webp differ
diff --git a/translated_images/ar/gender-bias-translate-en-tr.bfd87c45da23c085.webp b/translated_images/ar/gender-bias-translate-en-tr.bfd87c45da23c085.webp
new file mode 100644
index 000000000..fb66c336b
Binary files /dev/null and b/translated_images/ar/gender-bias-translate-en-tr.bfd87c45da23c085.webp differ
diff --git a/translated_images/ar/gender-bias-translate-en-tr.f185fd8822c2d437.webp b/translated_images/ar/gender-bias-translate-en-tr.f185fd8822c2d437.webp
new file mode 100644
index 000000000..78adc64ea
Binary files /dev/null and b/translated_images/ar/gender-bias-translate-en-tr.f185fd8822c2d437.webp differ
diff --git a/translated_images/ar/gender-bias-translate-tr-en.1f97568ba9e40e20.webp b/translated_images/ar/gender-bias-translate-tr-en.1f97568ba9e40e20.webp
new file mode 100644
index 000000000..693ccab67
Binary files /dev/null and b/translated_images/ar/gender-bias-translate-tr-en.1f97568ba9e40e20.webp differ
diff --git a/translated_images/ar/gender-bias-translate-tr-en.4eee7e3cecb8c70e.webp b/translated_images/ar/gender-bias-translate-tr-en.4eee7e3cecb8c70e.webp
new file mode 100644
index 000000000..3695a8318
Binary files /dev/null and b/translated_images/ar/gender-bias-translate-tr-en.4eee7e3cecb8c70e.webp differ
diff --git a/translated_images/ar/globe.59f26379ceb40428.webp b/translated_images/ar/globe.59f26379ceb40428.webp
new file mode 100644
index 000000000..c14c59c3e
Binary files /dev/null and b/translated_images/ar/globe.59f26379ceb40428.webp differ
diff --git a/translated_images/ar/grid.464370ad00f3696c.webp b/translated_images/ar/grid.464370ad00f3696c.webp
new file mode 100644
index 000000000..7fdbd570b
Binary files /dev/null and b/translated_images/ar/grid.464370ad00f3696c.webp differ
diff --git a/translated_images/ar/heatmap.39952045da50b4eb.webp b/translated_images/ar/heatmap.39952045da50b4eb.webp
new file mode 100644
index 000000000..872de4c24
Binary files /dev/null and b/translated_images/ar/heatmap.39952045da50b4eb.webp differ
diff --git a/translated_images/ar/hierarchical.bf59403aa43c8c47.webp b/translated_images/ar/hierarchical.bf59403aa43c8c47.webp
new file mode 100644
index 000000000..ec8e6d123
Binary files /dev/null and b/translated_images/ar/hierarchical.bf59403aa43c8c47.webp differ
diff --git a/translated_images/ar/human.e3840390a2ab7690.webp b/translated_images/ar/human.e3840390a2ab7690.webp
new file mode 100644
index 000000000..35faa2269
Binary files /dev/null and b/translated_images/ar/human.e3840390a2ab7690.webp differ
diff --git a/translated_images/ar/hype.07183d711a17aafe.webp b/translated_images/ar/hype.07183d711a17aafe.webp
new file mode 100644
index 000000000..a9e5e588e
Binary files /dev/null and b/translated_images/ar/hype.07183d711a17aafe.webp differ
diff --git a/translated_images/ar/indian.2c4292002af1a1f9.webp b/translated_images/ar/indian.2c4292002af1a1f9.webp
new file mode 100644
index 000000000..94c05438a
Binary files /dev/null and b/translated_images/ar/indian.2c4292002af1a1f9.webp differ
diff --git a/translated_images/ar/individual-causal-what-if.00e7b86b52a083ce.webp b/translated_images/ar/individual-causal-what-if.00e7b86b52a083ce.webp
new file mode 100644
index 000000000..4364ae202
Binary files /dev/null and b/translated_images/ar/individual-causal-what-if.00e7b86b52a083ce.webp differ
diff --git a/translated_images/ar/jack-o-lanterns.181c661a9212457d.webp b/translated_images/ar/jack-o-lanterns.181c661a9212457d.webp
new file mode 100644
index 000000000..425e879b1
Binary files /dev/null and b/translated_images/ar/jack-o-lanterns.181c661a9212457d.webp differ
diff --git a/translated_images/ar/janitor.e4a77dd3d3e6a32e.webp b/translated_images/ar/janitor.e4a77dd3d3e6a32e.webp
new file mode 100644
index 000000000..f664245c1
Binary files /dev/null and b/translated_images/ar/janitor.e4a77dd3d3e6a32e.webp differ
diff --git a/translated_images/ar/japanese.30260486f2a05c46.webp b/translated_images/ar/japanese.30260486f2a05c46.webp
new file mode 100644
index 000000000..1baeda540
Binary files /dev/null and b/translated_images/ar/japanese.30260486f2a05c46.webp differ
diff --git a/translated_images/ar/july-2014.9e1f7c318ec6d5b3.webp b/translated_images/ar/july-2014.9e1f7c318ec6d5b3.webp
new file mode 100644
index 000000000..f7a62012e
Binary files /dev/null and b/translated_images/ar/july-2014.9e1f7c318ec6d5b3.webp differ
diff --git a/translated_images/ar/korean.4a4f0274f3d9805a.webp b/translated_images/ar/korean.4a4f0274f3d9805a.webp
new file mode 100644
index 000000000..861d919af
Binary files /dev/null and b/translated_images/ar/korean.4a4f0274f3d9805a.webp differ
diff --git a/translated_images/ar/learned.ed28bcd8484b5287.webp b/translated_images/ar/learned.ed28bcd8484b5287.webp
new file mode 100644
index 000000000..4d1a51258
Binary files /dev/null and b/translated_images/ar/learned.ed28bcd8484b5287.webp differ
diff --git a/translated_images/ar/linear-polynomial.5523c7cb6576ccab.webp b/translated_images/ar/linear-polynomial.5523c7cb6576ccab.webp
new file mode 100644
index 000000000..d18f19678
Binary files /dev/null and b/translated_images/ar/linear-polynomial.5523c7cb6576ccab.webp differ
diff --git a/translated_images/ar/linear-results.f7c3552c85b0ed1c.webp b/translated_images/ar/linear-results.f7c3552c85b0ed1c.webp
new file mode 100644
index 000000000..0cb94631a
Binary files /dev/null and b/translated_images/ar/linear-results.f7c3552c85b0ed1c.webp differ
diff --git a/translated_images/ar/linear-vs-logistic.ba180bf95e7ee667.webp b/translated_images/ar/linear-vs-logistic.ba180bf95e7ee667.webp
new file mode 100644
index 000000000..03dd153d1
Binary files /dev/null and b/translated_images/ar/linear-vs-logistic.ba180bf95e7ee667.webp differ
diff --git a/translated_images/ar/linear.a1b0760a56132551.webp b/translated_images/ar/linear.a1b0760a56132551.webp
new file mode 100644
index 000000000..48df3825b
Binary files /dev/null and b/translated_images/ar/linear.a1b0760a56132551.webp differ
diff --git a/translated_images/ar/lobe.2fa0806408ef9923.webp b/translated_images/ar/lobe.2fa0806408ef9923.webp
new file mode 100644
index 000000000..1a0560270
Binary files /dev/null and b/translated_images/ar/lobe.2fa0806408ef9923.webp differ
diff --git a/translated_images/ar/logistic-linear.0f2f6bb73b3134c1.webp b/translated_images/ar/logistic-linear.0f2f6bb73b3134c1.webp
new file mode 100644
index 000000000..36c3858ac
Binary files /dev/null and b/translated_images/ar/logistic-linear.0f2f6bb73b3134c1.webp differ
diff --git a/translated_images/ar/logistic.b0cba6b7db4d5789.webp b/translated_images/ar/logistic.b0cba6b7db4d5789.webp
new file mode 100644
index 000000000..ced6ec247
Binary files /dev/null and b/translated_images/ar/logistic.b0cba6b7db4d5789.webp differ
diff --git a/translated_images/ar/lpathlen.94f211521ed60940.webp b/translated_images/ar/lpathlen.94f211521ed60940.webp
new file mode 100644
index 000000000..44d57cf19
Binary files /dev/null and b/translated_images/ar/lpathlen.94f211521ed60940.webp differ
diff --git a/translated_images/ar/lpathlen1.0534784add58d4eb.webp b/translated_images/ar/lpathlen1.0534784add58d4eb.webp
new file mode 100644
index 000000000..3725aebf3
Binary files /dev/null and b/translated_images/ar/lpathlen1.0534784add58d4eb.webp differ
diff --git a/translated_images/ar/map.e963a6a51349425a.webp b/translated_images/ar/map.e963a6a51349425a.webp
new file mode 100644
index 000000000..2df53dfd8
Binary files /dev/null and b/translated_images/ar/map.e963a6a51349425a.webp differ
diff --git a/translated_images/ar/mape.fd87bbaf4d346846.webp b/translated_images/ar/mape.fd87bbaf4d346846.webp
new file mode 100644
index 000000000..0fc9535c4
Binary files /dev/null and b/translated_images/ar/mape.fd87bbaf4d346846.webp differ
diff --git a/translated_images/ar/ml-fairness.ef296ebec6afc98a.webp b/translated_images/ar/ml-fairness.ef296ebec6afc98a.webp
new file mode 100644
index 000000000..d508b5998
Binary files /dev/null and b/translated_images/ar/ml-fairness.ef296ebec6afc98a.webp differ
diff --git a/translated_images/ar/ml-for-beginners-video-banner.63f694a100034bc6.webp b/translated_images/ar/ml-for-beginners-video-banner.63f694a100034bc6.webp
new file mode 100644
index 000000000..35070b1aa
Binary files /dev/null and b/translated_images/ar/ml-for-beginners-video-banner.63f694a100034bc6.webp differ
diff --git a/translated_images/ar/ml-for-beginners.9eecb963dbfbfb32.webp b/translated_images/ar/ml-for-beginners.9eecb963dbfbfb32.webp
new file mode 100644
index 000000000..b453cabe2
Binary files /dev/null and b/translated_images/ar/ml-for-beginners.9eecb963dbfbfb32.webp differ
diff --git a/translated_images/ar/ml-history.a1bdfd4ce1f464d9.webp b/translated_images/ar/ml-history.a1bdfd4ce1f464d9.webp
new file mode 100644
index 000000000..2bb841943
Binary files /dev/null and b/translated_images/ar/ml-history.a1bdfd4ce1f464d9.webp differ
diff --git a/translated_images/ar/ml-realworld.26ee274671615577.webp b/translated_images/ar/ml-realworld.26ee274671615577.webp
new file mode 100644
index 000000000..b4764a8ba
Binary files /dev/null and b/translated_images/ar/ml-realworld.26ee274671615577.webp differ
diff --git a/translated_images/ar/ml-regression.4e4f70e3b3ed446e.webp b/translated_images/ar/ml-regression.4e4f70e3b3ed446e.webp
new file mode 100644
index 000000000..2f1377128
Binary files /dev/null and b/translated_images/ar/ml-regression.4e4f70e3b3ed446e.webp differ
diff --git a/translated_images/ar/ml-reinforcement.94024374d63348db.webp b/translated_images/ar/ml-reinforcement.94024374d63348db.webp
new file mode 100644
index 000000000..4601009ad
Binary files /dev/null and b/translated_images/ar/ml-reinforcement.94024374d63348db.webp differ
diff --git a/translated_images/ar/ml-timeseries.fb98d25f1013fc0c.webp b/translated_images/ar/ml-timeseries.fb98d25f1013fc0c.webp
new file mode 100644
index 000000000..0a6b41d28
Binary files /dev/null and b/translated_images/ar/ml-timeseries.fb98d25f1013fc0c.webp differ
diff --git a/translated_images/ar/model-overview-dataset-cohorts.dfa463fb527a35a0.webp b/translated_images/ar/model-overview-dataset-cohorts.dfa463fb527a35a0.webp
new file mode 100644
index 000000000..1761c40d0
Binary files /dev/null and b/translated_images/ar/model-overview-dataset-cohorts.dfa463fb527a35a0.webp differ
diff --git a/translated_images/ar/model-overview-feature-cohorts.c5104d575ffd0c80.webp b/translated_images/ar/model-overview-feature-cohorts.c5104d575ffd0c80.webp
new file mode 100644
index 000000000..461d63d80
Binary files /dev/null and b/translated_images/ar/model-overview-feature-cohorts.c5104d575ffd0c80.webp differ
diff --git a/translated_images/ar/monnaie.606c5fa8369d5c3b.webp b/translated_images/ar/monnaie.606c5fa8369d5c3b.webp
new file mode 100644
index 000000000..2a9ab3238
Binary files /dev/null and b/translated_images/ar/monnaie.606c5fa8369d5c3b.webp differ
diff --git a/translated_images/ar/mountaincar.43d56e588ce581c2.webp b/translated_images/ar/mountaincar.43d56e588ce581c2.webp
new file mode 100644
index 000000000..43aa07971
Binary files /dev/null and b/translated_images/ar/mountaincar.43d56e588ce581c2.webp differ
diff --git a/translated_images/ar/multinomial-ordinal.944fe02295fd6cdf.webp b/translated_images/ar/multinomial-ordinal.944fe02295fd6cdf.webp
new file mode 100644
index 000000000..0200486a5
Binary files /dev/null and b/translated_images/ar/multinomial-ordinal.944fe02295fd6cdf.webp differ
diff --git a/translated_images/ar/multinomial-vs-ordinal.36701b4850e37d86.webp b/translated_images/ar/multinomial-vs-ordinal.36701b4850e37d86.webp
new file mode 100644
index 000000000..fe59fe00a
Binary files /dev/null and b/translated_images/ar/multinomial-vs-ordinal.36701b4850e37d86.webp differ
diff --git a/translated_images/ar/netron.a05f39410211915e.webp b/translated_images/ar/netron.a05f39410211915e.webp
new file mode 100644
index 000000000..54c78d22b
Binary files /dev/null and b/translated_images/ar/netron.a05f39410211915e.webp differ
diff --git a/translated_images/ar/notebook.4a3ee31f396b8832.webp b/translated_images/ar/notebook.4a3ee31f396b8832.webp
new file mode 100644
index 000000000..8d4fb7a0e
Binary files /dev/null and b/translated_images/ar/notebook.4a3ee31f396b8832.webp differ
diff --git a/translated_images/ar/original.b2b15efe0ce92b87.webp b/translated_images/ar/original.b2b15efe0ce92b87.webp
new file mode 100644
index 000000000..6750a9b3c
Binary files /dev/null and b/translated_images/ar/original.b2b15efe0ce92b87.webp differ
diff --git a/translated_images/ar/overfitting.1c132d92bfd93cb6.webp b/translated_images/ar/overfitting.1c132d92bfd93cb6.webp
new file mode 100644
index 000000000..d21403848
Binary files /dev/null and b/translated_images/ar/overfitting.1c132d92bfd93cb6.webp differ
diff --git a/translated_images/ar/p&p.279f1c49ecd88941.webp b/translated_images/ar/p&p.279f1c49ecd88941.webp
new file mode 100644
index 000000000..406ea7493
Binary files /dev/null and b/translated_images/ar/p&p.279f1c49ecd88941.webp differ
diff --git a/translated_images/ar/parse.d0c5bbe1106eae8f.webp b/translated_images/ar/parse.d0c5bbe1106eae8f.webp
new file mode 100644
index 000000000..3b2008c0b
Binary files /dev/null and b/translated_images/ar/parse.d0c5bbe1106eae8f.webp differ
diff --git a/translated_images/ar/parsnip.cd2ce92622976502.webp b/translated_images/ar/parsnip.cd2ce92622976502.webp
new file mode 100644
index 000000000..7047282ad
Binary files /dev/null and b/translated_images/ar/parsnip.cd2ce92622976502.webp differ
diff --git a/translated_images/ar/peter.779730f9ba3a8a8d.webp b/translated_images/ar/peter.779730f9ba3a8a8d.webp
new file mode 100644
index 000000000..a6a517271
Binary files /dev/null and b/translated_images/ar/peter.779730f9ba3a8a8d.webp differ
diff --git a/translated_images/ar/pie-pumpkins-scatter.d14f9804a53f927e.webp b/translated_images/ar/pie-pumpkins-scatter.d14f9804a53f927e.webp
new file mode 100644
index 000000000..c606bc6ee
Binary files /dev/null and b/translated_images/ar/pie-pumpkins-scatter.d14f9804a53f927e.webp differ
diff --git a/translated_images/ar/pinch.1b035ec9ba7e0d40.webp b/translated_images/ar/pinch.1b035ec9ba7e0d40.webp
new file mode 100644
index 000000000..b8d829a49
Binary files /dev/null and b/translated_images/ar/pinch.1b035ec9ba7e0d40.webp differ
diff --git a/translated_images/ar/poly-results.ee587348f0f1f60b.webp b/translated_images/ar/poly-results.ee587348f0f1f60b.webp
new file mode 100644
index 000000000..6743c245c
Binary files /dev/null and b/translated_images/ar/poly-results.ee587348f0f1f60b.webp differ
diff --git a/translated_images/ar/polynomial.8fce4663e7283dfb.webp b/translated_images/ar/polynomial.8fce4663e7283dfb.webp
new file mode 100644
index 000000000..59fe38140
Binary files /dev/null and b/translated_images/ar/polynomial.8fce4663e7283dfb.webp differ
diff --git a/translated_images/ar/popular.9c48d84b3386705f.webp b/translated_images/ar/popular.9c48d84b3386705f.webp
new file mode 100644
index 000000000..f4c81d481
Binary files /dev/null and b/translated_images/ar/popular.9c48d84b3386705f.webp differ
diff --git a/translated_images/ar/price-by-variety.744a2f9925d9bcb4.webp b/translated_images/ar/price-by-variety.744a2f9925d9bcb4.webp
new file mode 100644
index 000000000..d001a164a
Binary files /dev/null and b/translated_images/ar/price-by-variety.744a2f9925d9bcb4.webp differ
diff --git a/translated_images/ar/problems.f7fb539ccd80608e.webp b/translated_images/ar/problems.f7fb539ccd80608e.webp
new file mode 100644
index 000000000..f93834825
Binary files /dev/null and b/translated_images/ar/problems.f7fb539ccd80608e.webp differ
diff --git a/translated_images/ar/pumpkin-classifier.562771f104ad5436.webp b/translated_images/ar/pumpkin-classifier.562771f104ad5436.webp
new file mode 100644
index 000000000..0e78ebd4b
Binary files /dev/null and b/translated_images/ar/pumpkin-classifier.562771f104ad5436.webp differ
diff --git a/translated_images/ar/pumpkins_catplot_1.c55c409b71fea2ec.webp b/translated_images/ar/pumpkins_catplot_1.c55c409b71fea2ec.webp
new file mode 100644
index 000000000..66b2eeab3
Binary files /dev/null and b/translated_images/ar/pumpkins_catplot_1.c55c409b71fea2ec.webp differ
diff --git a/translated_images/ar/pumpkins_catplot_2.87a354447880b388.webp b/translated_images/ar/pumpkins_catplot_2.87a354447880b388.webp
new file mode 100644
index 000000000..d4875512d
Binary files /dev/null and b/translated_images/ar/pumpkins_catplot_2.87a354447880b388.webp differ
diff --git a/translated_images/ar/r_learners_sm.cd14eb3581a9f28d.webp b/translated_images/ar/r_learners_sm.cd14eb3581a9f28d.webp
new file mode 100644
index 000000000..d02f8830a
Binary files /dev/null and b/translated_images/ar/r_learners_sm.cd14eb3581a9f28d.webp differ
diff --git a/translated_images/ar/r_learners_sm.e25fa9c205b3a3f9.webp b/translated_images/ar/r_learners_sm.e25fa9c205b3a3f9.webp
new file mode 100644
index 000000000..349641ea2
Binary files /dev/null and b/translated_images/ar/r_learners_sm.e25fa9c205b3a3f9.webp differ
diff --git a/translated_images/ar/r_learners_sm.e4a71b113ffbedfe.webp b/translated_images/ar/r_learners_sm.e4a71b113ffbedfe.webp
new file mode 100644
index 000000000..71c439188
Binary files /dev/null and b/translated_images/ar/r_learners_sm.e4a71b113ffbedfe.webp differ
diff --git a/translated_images/ar/r_learners_sm.f9199f76f1e2e493.webp b/translated_images/ar/r_learners_sm.f9199f76f1e2e493.webp
new file mode 100644
index 000000000..9fafe4c41
Binary files /dev/null and b/translated_images/ar/r_learners_sm.f9199f76f1e2e493.webp differ
diff --git a/translated_images/ar/recipes.186acfa8ed2e8f00.webp b/translated_images/ar/recipes.186acfa8ed2e8f00.webp
new file mode 100644
index 000000000..0bbcc4480
Binary files /dev/null and b/translated_images/ar/recipes.186acfa8ed2e8f00.webp differ
diff --git a/translated_images/ar/recipes.9ad10d8a4056bf89.webp b/translated_images/ar/recipes.9ad10d8a4056bf89.webp
new file mode 100644
index 000000000..01442c192
Binary files /dev/null and b/translated_images/ar/recipes.9ad10d8a4056bf89.webp differ
diff --git a/translated_images/ar/scaled.91897dfbaa26ca4a.webp b/translated_images/ar/scaled.91897dfbaa26ca4a.webp
new file mode 100644
index 000000000..2ad753ea9
Binary files /dev/null and b/translated_images/ar/scaled.91897dfbaa26ca4a.webp differ
diff --git a/translated_images/ar/scaled.e35258ca5cd3d43f.webp b/translated_images/ar/scaled.e35258ca5cd3d43f.webp
new file mode 100644
index 000000000..cd2f3ac0a
Binary files /dev/null and b/translated_images/ar/scaled.e35258ca5cd3d43f.webp differ
diff --git a/translated_images/ar/scatter-dayofyear-color.65790faefbb9d54f.webp b/translated_images/ar/scatter-dayofyear-color.65790faefbb9d54f.webp
new file mode 100644
index 000000000..3181eb567
Binary files /dev/null and b/translated_images/ar/scatter-dayofyear-color.65790faefbb9d54f.webp differ
diff --git a/translated_images/ar/scatter-dayofyear.bc171c189c9fd553.webp b/translated_images/ar/scatter-dayofyear.bc171c189c9fd553.webp
new file mode 100644
index 000000000..aec045037
Binary files /dev/null and b/translated_images/ar/scatter-dayofyear.bc171c189c9fd553.webp differ
diff --git a/translated_images/ar/scatterplot.ad8b356bcbb33be6.webp b/translated_images/ar/scatterplot.ad8b356bcbb33be6.webp
new file mode 100644
index 000000000..8abc79f5d
Binary files /dev/null and b/translated_images/ar/scatterplot.ad8b356bcbb33be6.webp differ
diff --git a/translated_images/ar/scatterplot.b6868f44cbd2051c.webp b/translated_images/ar/scatterplot.b6868f44cbd2051c.webp
new file mode 100644
index 000000000..6164dcccf
Binary files /dev/null and b/translated_images/ar/scatterplot.b6868f44cbd2051c.webp differ
diff --git a/translated_images/ar/shakey.4dc17819c447c05b.webp b/translated_images/ar/shakey.4dc17819c447c05b.webp
new file mode 100644
index 000000000..547500581
Binary files /dev/null and b/translated_images/ar/shakey.4dc17819c447c05b.webp differ
diff --git a/translated_images/ar/sigmoid.8b7ba9d095c789cf.webp b/translated_images/ar/sigmoid.8b7ba9d095c789cf.webp
new file mode 100644
index 000000000..f513a38cc
Binary files /dev/null and b/translated_images/ar/sigmoid.8b7ba9d095c789cf.webp differ
diff --git a/translated_images/ar/slope.f3c9d5910ddbfcf9.webp b/translated_images/ar/slope.f3c9d5910ddbfcf9.webp
new file mode 100644
index 000000000..8a536406f
Binary files /dev/null and b/translated_images/ar/slope.f3c9d5910ddbfcf9.webp differ
diff --git a/translated_images/ar/solvers.5fc648618529e627.webp b/translated_images/ar/solvers.5fc648618529e627.webp
new file mode 100644
index 000000000..20b6959f6
Binary files /dev/null and b/translated_images/ar/solvers.5fc648618529e627.webp differ
diff --git a/translated_images/ar/svm.621ae7b516d678e0.webp b/translated_images/ar/svm.621ae7b516d678e0.webp
new file mode 100644
index 000000000..02d774a2a
Binary files /dev/null and b/translated_images/ar/svm.621ae7b516d678e0.webp differ
diff --git a/translated_images/ar/swarm.56d253ae80a2c0f5.webp b/translated_images/ar/swarm.56d253ae80a2c0f5.webp
new file mode 100644
index 000000000..306ff7f19
Binary files /dev/null and b/translated_images/ar/swarm.56d253ae80a2c0f5.webp differ
diff --git a/translated_images/ar/swarm_2.efeacfca536c2b57.webp b/translated_images/ar/swarm_2.efeacfca536c2b57.webp
new file mode 100644
index 000000000..f671258cd
Binary files /dev/null and b/translated_images/ar/swarm_2.efeacfca536c2b57.webp differ
diff --git a/translated_images/ar/test-data-predict.8afc47ee7e52874f.webp b/translated_images/ar/test-data-predict.8afc47ee7e52874f.webp
new file mode 100644
index 000000000..adf20d5d3
Binary files /dev/null and b/translated_images/ar/test-data-predict.8afc47ee7e52874f.webp differ
diff --git a/translated_images/ar/thai-food.c47a7a7f9f05c218.webp b/translated_images/ar/thai-food.c47a7a7f9f05c218.webp
new file mode 100644
index 000000000..13d5f8271
Binary files /dev/null and b/translated_images/ar/thai-food.c47a7a7f9f05c218.webp differ
diff --git a/translated_images/ar/thai.0269dbab2e78bd38.webp b/translated_images/ar/thai.0269dbab2e78bd38.webp
new file mode 100644
index 000000000..a2869e505
Binary files /dev/null and b/translated_images/ar/thai.0269dbab2e78bd38.webp differ
diff --git a/translated_images/ar/tokenization.1641a160c66cd2d9.webp b/translated_images/ar/tokenization.1641a160c66cd2d9.webp
new file mode 100644
index 000000000..e928265a4
Binary files /dev/null and b/translated_images/ar/tokenization.1641a160c66cd2d9.webp differ
diff --git a/translated_images/ar/train-data-predict.3c4ef4e78553104f.webp b/translated_images/ar/train-data-predict.3c4ef4e78553104f.webp
new file mode 100644
index 000000000..18c6b6af7
Binary files /dev/null and b/translated_images/ar/train-data-predict.3c4ef4e78553104f.webp differ
diff --git a/translated_images/ar/train-test.8928d14e5b91fc94.webp b/translated_images/ar/train-test.8928d14e5b91fc94.webp
new file mode 100644
index 000000000..18bd17502
Binary files /dev/null and b/translated_images/ar/train-test.8928d14e5b91fc94.webp differ
diff --git a/translated_images/ar/train-test.ead0cecbfc341921.webp b/translated_images/ar/train-test.ead0cecbfc341921.webp
new file mode 100644
index 000000000..18bd17502
Binary files /dev/null and b/translated_images/ar/train-test.ead0cecbfc341921.webp differ
diff --git a/translated_images/ar/train_progress_raw.2adfdf2daea09c59.webp b/translated_images/ar/train_progress_raw.2adfdf2daea09c59.webp
new file mode 100644
index 000000000..9cb93e6e5
Binary files /dev/null and b/translated_images/ar/train_progress_raw.2adfdf2daea09c59.webp differ
diff --git a/translated_images/ar/train_progress_runav.c71694a8fa9ab359.webp b/translated_images/ar/train_progress_runav.c71694a8fa9ab359.webp
new file mode 100644
index 000000000..46fb46ea5
Binary files /dev/null and b/translated_images/ar/train_progress_runav.c71694a8fa9ab359.webp differ
diff --git a/translated_images/ar/turntable.f2b86b13c53302dc.webp b/translated_images/ar/turntable.f2b86b13c53302dc.webp
new file mode 100644
index 000000000..27c674f5b
Binary files /dev/null and b/translated_images/ar/turntable.f2b86b13c53302dc.webp differ
diff --git a/translated_images/ar/ufo.9e787f5161da9d4d.webp b/translated_images/ar/ufo.9e787f5161da9d4d.webp
new file mode 100644
index 000000000..d8a57d21e
Binary files /dev/null and b/translated_images/ar/ufo.9e787f5161da9d4d.webp differ