Machine Learning Advanced Track

$399.00

Take your machine learning skills to the next level with our comprehensive Advanced Track. This course covers sophisticated ML algorithms, advanced optimization techniques, and real-world deployment strategies used by leading tech companies.

Master the art and science of building production-ready machine learning systems. Learn advanced concepts in supervised and unsupervised learning, ensemble methods, and cutting-edge techniques that will set you apart in the competitive AI landscape.

What You'll Learn

Advanced supervised learning algorithms
Unsupervised learning and clustering techniques
Ensemble methods and boosting algorithms
Feature engineering and selection
Model optimization and hyperparameter tuning
ML pipeline development and deployment

Course Features

50+ hours of advanced content
Lifetime access and updates
Professional certification
15 industry-level projects
Direct instructor support
Career guidance and mentorship

Course Curriculum

Module 1: Advanced Supervised Learning

Support Vector Machines, Random Forests, and Gradient Boosting techniques

Module 2: Unsupervised Learning Mastery

K-Means, DBSCAN, hierarchical clustering, and dimensionality reduction

Module 3: Ensemble Methods

Bagging, boosting, stacking, and advanced ensemble techniques

Module 4: Feature Engineering

Advanced feature extraction, selection, and transformation methods

Module 5: Model Optimization

Hyperparameter tuning, cross-validation, and performance optimization

Module 6: Production ML Systems

Building, deploying, and maintaining ML systems at scale