index.md

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My Projects!

All sorts of data science & Computer science exercises and programs for future reference

1. Text Related
2. Image Related
3. Tabular Data
4. Data Structures
5. Optimization
6. Others

Text Related

• Alice in Wonderland - Basic Word Mapping (Bash)
• Amazon Reviews Sentiment - Rocchio Classifier (Python)
• Reuters 1987 Articles Label Model - Rocchio Classifier (Python)

Image Related

• Analyzing scikit-learn's digits dataset (Python)
• Best rank K Approximation (Python)
• PCA + KNN on CIFAR10 (Python)
• Gradient Descent vs FISTA for Image Deblurring (MATLAB)

Tabular Data

• Classifing high rated movies by IMBD dataset - KNN & Rocchio (Python)

Data Structures

• Stack Implementation (C++)

Optimization

• Optimal Warehouse Location for Shipments - CVX (MATLAB)
• Solving a function with CVX #1 (MATLAB)
• Solving a function with CVX #2 (MATLAB)
• Solving a function with Projection Gradient Descent (MATLAB)
• Gradient Descent with Constant / Armijo / exact line search (PD Matrix) Step Size (MATLAB)
• Noisy Gradient Descent Example (MATLAB)
• Gradient Descent Example Performance (MATLAB)
• Gradient Descent kappa coef effect (MATLAB)

Others

• Petridish Simulation - Inheritance (C++)