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foundations
Introduction to Machine Learning
Understand what machine learning is, its types, and real-world applications.
Define machine learning and it...Distinguish between supervised...
supervised
Supervised Learning
Learn how models learn from labeled data to make predictions.
Understand the supervised lear...Differentiate between regressi...
supervised
Linear Regression
Model relationships between variables using straight-line fits.
Understand the concept of line...Implement ordinary least squar...
supervised
Logistic Regression
Classify data points using the sigmoid function and probability estimates.
Understand the logistic functi...Apply logistic regression for ...
supervised
Support Vector Machines
Find optimal hyperplanes that separate classes with maximum margin.
Understand the concept of maxi...Apply the kernel trick for non...
supervised
Decision Trees
Build tree-based models that make decisions through recursive partitioning.
Understand how decision trees ...Implement entropy and informat...