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Machine Learning Fundamentals

Machine Learning Fundamentals

Practical ML from linear regression to deep neural networks.

signal_cellular_alt Beginner
smart_toy AI / ML
star 4.7 (890 reviews)
group 7,801 students

descriptionAbout this course

Practical ML from linear regression to deep neural networks.

schoolWhat You'll Learn

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Understand supervised and unsupervised learning

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Implement linear regression and classification algorithms

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Build decision trees and random forest models

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Apply clustering with K-Means and hierarchical methods

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Evaluate models with cross-validation and metrics

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Tune hyperparameters for optimal performance

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Understand neural networks and backpropagation

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Deploy ML models to production with Flask API

checklistRequirements

  • arrow_right Basic Python programming skills
  • arrow_right High school mathematics (linear algebra basics helpful)
  • arrow_right Curiosity about AI and machine learning

featured_play_listThis Course Includes

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24.0 hours on-demand video

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8 articles & resources

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Full lifetime access

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Mobile & desktop access

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Certificate of completion

$59.99 $79.99 25% OFF

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verified_user 30-Day Money-Back Guarantee. Not satisfied? Full refund, no questions asked.

This Course Includes

play_circle24.0h on-demand video
article8 articles & resources
all_inclusiveFull lifetime access
card_membershipCertificate of completion