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CS-Learnings · Aug 9, 2021 · f025eba · f025eba
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diff --git a/README.md b/README.md
@@ -4,13 +4,13 @@
 
 **I see this compendium as a gateway and as a frequently visited resource for people of proficiency levels, for industry data scientists as well as academics.**
 
-**Previously the ML-Compendium was in a 400-page google doc, but It has gone fully open-source and is now hosted on** [**Gitbook**](https://book.mlcompendium.com) **&** [**Github**](https://github.com/orico/www.mlcompendium.com/tree/master) **\(please star it\).**
+**Previously the ML-Compendium was in a** [**400-page google doc**](https://docs.google.com/document/d/1wvtcwc8LOb3PZI9huQOD7UjqUoY98N5r3aQsWKNAlzk/edit)**, but It has gone fully open-source and is now hosted on** [**Gitbook**](https://book.mlcompendium.com) **&** [**Github**](https://github.com/orico/www.mlcompendium.com/tree/master) **\(please star it\).**
 
-**Please keep in mind that this is a perpetual work in progress with ~400 pages on a variety of topics. If you feel that something should be changed, please use the comment option and let me know.**
+**Please keep in mind that this is a perpetual work in progress with a variety of topics. If you feel that something should be changed, please use the comment option and let me know.**
 
 **I would like to thank the following contributors:** [**Samuel Jefroykin**](https://www.linkedin.com/in/samueljefroykin/)**,** [**Sefi Keller**](https://www.linkedin.com/in/sefikeller/?originalSubdomain=il)  
 ****
 
 **Many Thanks,**  
-[**Dr. Ori Cohen.**](http://cohenori.medium.com/) ****[LinkedIn](https://www.linkedin.com/in/cohenori/)\| [Medium](https://medium.com/@cohenori) \| [OriCohen.com](https://www.oricohen.com/) \| [MLCompendium.com](http://www.mlcompendium.com/)
+[**Dr. Ori Cohen**](http://cohenori.medium.com/) ****[LinkedIn](https://www.linkedin.com/in/cohenori/)\| [Medium](https://medium.com/@cohenori) \| [OriCohen.com](https://www.oricohen.com/) \| [MLCompendium.com](http://www.mlcompendium.com/)
 
diff --git a/SUMMARY.md b/SUMMARY.md
@@ -21,11 +21,11 @@
 * [Dataset Confidence](dataset-confidence.md)
 * [Normalization & Scaling](normalization-and-scaling.md)
 * [Regularization](regularization.md)
-* [Validation](untitled-1.md)
-* [Meta Learning](untitled-2.md)
-* [Examples](untitled-3.md)
-* [Evaluation Metrics](untitled-12.md)
-* [Benchmarking](untitled-13.md)
+* [Validation](validation.md)
+* [Meta Learning](meta-learning.md)
+* [Examples](examples.md)
+* [Evaluation Metrics](evaluation-metrics.md)
+* [Ensembles](ensembles-1.md)
 * [Hyper Parameter Optimization](untitled-10.md)
 * [Multi CPU Processing](untitled-15.md)
 * [MLOps Monitoring & Alerts](untitled-14.md)
@@ -38,16 +38,16 @@
 * [Decision Trees](untitled-33.md)
 * [Active Learning Algorithms](untitled-32.md)
 * [Linear Separator Algorithms](untitled-31.md)
-* [Ensembles](untitled-30.md)
-* [Reinforcement Learning](untitled-29.md)
-* [Incremental Learning](untitled-28.md)
-* [Dimensionality Reduction Methods](untitled-27.md)
-* [Genetic Algorithms & Genetic Programming](untitled-26.md)
-* [Learning Classifier Systems](untitled-25.md)
-* [Recommender Systems](untitled-24.md)
-* [Templatization](untitled-23.md)
-* [Timeseries](untitled-22.md)
-* [Fourier Transform](untitled-21.md)
+* [Ensembles](ensembles.md)
+* [Incremental Learning](incremental-learning-1.md)
+* [Incremental Learning](incremental-learning.md)
+* [Dimensionality Reduction Methods](dimensionality-reduction-methods.md)
+* [Genetic Algorithms & Genetic Programming](genetic-algorithms-and-genetic-programming.md)
+* [Learning Classifier Systems](learning-classifier-systems.md)
+* [Recommender Systems](recommender-systems.md)
+* [Templatization](templatization.md)
+* [Timeseries](timeseries.md)
+* [Fourier Transform](fourier-transform.md)
 * [Digital Signal Processing \(DSP\)](untitled-20.md)
 * [Graph Theory](untitled-19.md)
 * [Social Network Analysis](social-network-analysis.md)
@@ -58,7 +58,7 @@
 * [Root Cause Effects \(RCE/RCA\)](root-cause-effects-rce-rca.md)
 * [Full-Stack & Ops](full-stack-and-ops.md)
 * [Marketting](marketting.md)
-* [Product Design](product-design.md)
+* [Product Management](product-management.md)
 * [User Experience Design \(UX\)](user-experience-design-ux.md)
 * [Humor](humor.md)
 
diff --git a/untitled-27.md → dimensionality-reduction-methods.md b/untitled-27.md → dimensionality-reduction-methods.md
diff --git a/untitled-13.md → ensembles-1.md b/untitled-13.md → ensembles-1.md
@@ -1,4 +1,4 @@
-# Benchmarking
+# Ensembles
 
 **Numpy Blas:**
 

diff --git a/untitled-30.md → ensembles.md b/untitled-30.md → ensembles.md
diff --git a/untitled-12.md → evaluation-metrics.md b/untitled-12.md → evaluation-metrics.md
diff --git a/untitled-3.md → examples.md b/untitled-3.md → examples.md
diff --git a/untitled-21.md → fourier-transform.md b/untitled-21.md → fourier-transform.md
diff --git a/untitled-26.md → ...tic-algorithms-and-genetic-programming.md b/untitled-26.md → ...tic-algorithms-and-genetic-programming.md
diff --git a/untitled-29.md → incremental-learning-1.md b/untitled-29.md → incremental-learning-1.md
@@ -1,4 +1,4 @@
-# Reinforcement Learning
+# Incremental Learning
 
 ### **Q-LEARN**
 

diff --git a/untitled-28.md → incremental-learning.md b/untitled-28.md → incremental-learning.md
diff --git a/untitled-25.md → learning-classifier-systems.md b/untitled-25.md → learning-classifier-systems.md
diff --git a/untitled-2.md → meta-learning.md b/untitled-2.md → meta-learning.md
diff --git a/product-design.md → product-management.md b/product-design.md → product-management.md
@@ -1,4 +1,4 @@
-# Product Design
+# Product Management
 
 **This list was compiled thanks to** [**Sefi Keller**](https://www.linkedin.com/in/sefikeller/?originalSubdomain=il)
 

diff --git a/untitled-24.md → recommender-systems.md b/untitled-24.md → recommender-systems.md
diff --git a/untitled-23.md → templatization.md b/untitled-23.md → templatization.md
diff --git a/untitled-22.md → timeseries.md b/untitled-22.md → timeseries.md
diff --git a/untitled-1.md → validation.md b/untitled-1.md → validation.md