Pinned Loading

1. DataManipulation-RL DataManipulation-RL Public

   Jupyter Notebook

2. Large-Scale-Optimization Large-Scale-Optimization Public

   Implementation of first order and second order methods including Hessian calculations; all done for multiclass logistic Regression. Gradient Descent, Newton Raphson, Stoichastic Gradient Descent, M…

   Jupyter Notebook 1

3. Locality-Sensitive-Hashing Locality-Sensitive-Hashing Public

   Locality Sensitive Hashing implementation without any libraries. Done for two datasets: 1000 articles and s subset of the Gutenberg Project.

   Jupyter Notebook

4. Nearest-Neighbours-and-Dimensionality-Reduction Nearest-Neighbours-and-Dimensionality-Reduction Public

   Implementation without libraries and detailed analysis of different clustering methods like KNN, Spectral Clustering, KD Trees, LSH. Dimensionality Reduction Techniques like Kernel PCA, PCA and joh…

   Jupyter Notebook