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1. Mini-Projects Mini-Projects Public

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2. predictive-health-assessment predictive-health-assessment Public

   Predictive Health Assessment using Statistical Learning. Implemented supervised and unsupervised learning methods in R — logistic regression, decision trees, random forests, k-means clustering, and…

3. adult-census-income-prediction adult-census-income-prediction Public

   Predicting >$50K income from census features with classic ML models (Naive Bayes, Decision Tree, Random Forest, XGBoost).

   Jupyter Notebook

4. handwritten-digits-and-faces-mlp handwritten-digits-and-faces-mlp Public

   From-scratch 1-hidden-layer MLP with CG optimizer: MNIST digits (10-class) and CelebA glasses (binary). Includes L2 tuning and deep/CNN baselines.

   Python

5. lda-qda-ridge-regression lda-qda-ridge-regression Public

   Implementation and analysis of Linear/Quadratic Discriminant Analysis and Ridge Regression in Python, showcasing supervised learning for both classification and regression tasks.

   Python

6. mnist-logreg-svm mnist-logreg-svm Public

   Classical ML approaches on MNIST (Logistic Regression & SVM) with analysis of overfitting and hyperparameter tuning.

   Python