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Classical Machine Learning Algorithms

Beginner
€20
8h 30m
11 lessons

Build and compare foundational models including linear/logistic regression, decision trees, random forests, support vector machines, and k-nearest neighbors, understanding when to apply each algorithm

Machine Learning
Regression
Classification
Decision Trees
Random Forests

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Lessons

1

Linear Regression: Modeling Continuous Relationships

60 min

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2

Decision Trees: Splits, Leaves, & Predictions

45 min

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3

Random Forests: Aggregating Tree Power

45 min

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4

Hands-On #1

60 min

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5

Quiz #1

30 min

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6

Support Vector Machines: Kernel Tricks & Boundaries

45 min

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7

K-Nearest Neighbors: Proximity-Based Learning

45 min

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8

Naive Bayes: Fast & Effective Probability

45 min

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9

Model Selection: Choosing the Right Algorithm

45 min

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10

Hands-On #2

60 min

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11

Quiz #2

30 min

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