🧪 ML Problems & Solutions

Classical ML, deep learning, and LLM problems worked end to end — problem framing, approach, tradeoffs, and real code. Not system design, just how to actually solve it.

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🧮 Track 1
Classical ML - Regression & Classification
8 of 10 published
8 posts
  1. 01 Build a House Price Prediction Model with Regularized Linear Regression Classical ML ✓ Free ✓
  2. 02 Build a Customer Churn Classifier with Gradient Boosted Trees Classical ML ★ Premium ★
  3. 03 Build a Credit Risk Scoring Model with Logistic Regression and Calibration Classical ML ✓ Free ✓
  4. 04 Build a Multi-Class Product Categorization Classifier with Naive Bayes and TF-IDF Classical ML ✓ Free ✓
  5. 05 Build an Imbalanced Fraud Classifier with SMOTE and Cost-Sensitive Learning Classical ML ✓ Free ✓
  6. 06 Build a Loan Default Predictor with XGBoost and SHAP Explainability Classical ML ✓ Free ✓
  7. 07 Build a Click-Through-Rate Prediction Model with Logistic Regression and Feature Crosses Classical ML ✓ Free ✓
  8. 08 Build a Customer Lifetime Value Regression Model Classical ML ✓ Free ✓