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The Vault Courses

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Introduction to Machine Learning
01 ML Foundations 5
Linear Regression ✅ ML Foundations ✅ Logistic Regression ✅ Gradient Descent ✅ Module Review: ML Foundations ✅
02 Classical ML 5
Decision Trees ✅ Random Forests ✅ Gradient Boosting ✅ Module Review: Classical ML ✅
03 Model Evaluation 5
Bias-Variance Tradeoff ✅ Evaluation Metrics ✅ Cross-Validation ✅ Module 03: Model Evaluation ✅ Module Review: Model Evaluation ✅
04 Feature Engineering 5
Feature Scaling ✅ Categorical Encoding ✅ Feature Selection ✅ Module Review: Feature Engineering ✅
Courses / machine learning

Introduction to Machine Learning

Machine Learning Last updated: Apr 14, 2026

Explore the complete Machine Learning course covering classical ML algorithms, model evaluation techniques, and advanced feature engineering concepts.

Course Modules

Module 01 Available

Classical ML

Master classical machine learning algorithms from scratch. Learn the intuition, math, and implementation of Decision Trees, Random Forests, and Boosting.

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Module 02 Available

Feature Engineering

Master Feature Engineering: transform raw data into powerful features. Learn Scaling, Encoding, and Selection with interactive visualizations and Python code.

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