diff --git a/CHANGELOG.md b/CHANGELOG.md
index 8d00ee2..2f824aa 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,52 @@
 # CHANGELOG
 
+## ai — 2023-11-16
+
+### Added
+
+- Added an implementation of `Gaussian Radial Basis Function` kernel for SVMs (#17) ([#b8c57d8](https://www.github.com/joshiayush/ai/commit/b8c57d8))
+- Added a light weight implementation of `KNeighborsClassifier` classification algorithm using pure `numpy` ([#6f2e6fc](https://www.github.com/joshiayush/ai/commit/6f2e6fc))
+- Added documentation to submodules landing page ([#2821baf](https://www.github.com/joshiayush/ai/commit/2821baf))
+- Added light weight implementation of `LogisticRegression` (aka logit) classifier ([#66408c9](https://www.github.com/joshiayush/ai/commit/66408c9))
+- Added light weight implementation of `LinearRegression` using the `Gradient Descent` optimization function ([#7567f14](https://www.github.com/joshiayush/ai/commit/7567f14))
+- Added `NumPy-Compatible` mathematical function `proportion` to solve for the missing value given the proportion equation ([#928376f](https://www.github.com/joshiayush/ai/commit/928376f))
+- Added light weight numpy-versatile implementation of the `Linear Support Vector Machines Classifier` (#13) ([#fbecf95](https://www.github.com/joshiayush/ai/commit/fbecf95))
+- Added tests for `LinearRegression` `fit` and `predict` method ([#4a3cfd6](https://www.github.com/joshiayush/ai/commit/4a3cfd6))
+- Added `ROC (receiver operating characteristic curve) Curve and AUC (area under curve)` section ([#9148452](https://www.github.com/joshiayush/ai/commit/9148452))
+- Added `Gaussian Naive Bayes` classifier trained on `iris` dataset ([#ed032b9](https://www.github.com/joshiayush/ai/commit/ed032b9))
+- Added a light weight implementation of `GaussianNaiveBayes` classification algorithm using `numpy` and `gaussian` distribution approach ([#b1ed8bf](https://www.github.com/joshiayush/ai/commit/b1ed8bf))
+- Added detailed explaination of `Machine Learning` methods and concepts into the main `ai` documentation ([#2936fb9](https://www.github.com/joshiayush/ai/commit/2936fb9))
+- Added search utility frontiers and boolean algebra for representing propositional logic (PL) ([#04df291](https://www.github.com/joshiayush/ai/commit/04df291))
+- Added `Accessing array rows and columns`, `Subarrays as no-copy views`, `Creating copies of arrays`, `Reshaping of arrays` ([#c547776](https://www.github.com/joshiayush/ai/commit/c547776))
+
+
+### Fixed
+
+- Fixed docstring syntax errors ([#28aa72d](https://www.github.com/joshiayush/ai/commit/28aa72d))
+- Fixed the roadmap image un-responsive problem ([#bc27fb2](https://www.github.com/joshiayush/ai/commit/bc27fb2))
+
+
+## docs — 2023-11-16
+
+### Added
+
+- Added `README` to every sub-module level for better doc navigation ([#f14d8f3](https://www.github.com/joshiayush/ai/commit/f14d8f3))
+- Added detailed explaination of `Machine Learning` methods and concepts into the main `ai` documentation ([#2936fb9](https://www.github.com/joshiayush/ai/commit/2936fb9))
+- Added `Transforming Categorical Data` by mapping categories to feature vectors ([#2473732](https://www.github.com/joshiayush/ai/commit/2473732))
+- Added `Introduction to Transforming Your Data` with `Normalization` and `Bucketing` (Only for Numerical Data) ([#cf1740f](https://www.github.com/joshiayush/ai/commit/cf1740f))
+- Added a brief explaination of `Training Neural Networks` into the main `ai` documentation ([#37c654f](https://www.github.com/joshiayush/ai/commit/37c654f))
+- Added best practices to train a neural network ([#ed7ab7a](https://www.github.com/joshiayush/ai/commit/ed7ab7a))
+
+
+### Fixed
+
+- Fixed formatting errors related to text rendering and `LaTeX` blocks (#12) ([#88366d1](https://www.github.com/joshiayush/ai/commit/88366d1))
+- Fixed bug -- Un-neccessary addition of "ebooks" directory as a parent directory for the documents ([#81dd279](https://www.github.com/joshiayush/ai/commit/81dd279))
+### Removed
+
+- Removed "Introduction to Tensorflow" to keep the document focused only on the theoretical part ([#feafdee](https://www.github.com/joshiayush/ai/commit/feafdee))
+
+
 ## ai — 2023-09-30
 
 ### Added