Advanced Machine Learning Algorithms

The “Advanced Machine Learning Algorithms” course focuses on sophisticated concepts and techniques that enable participants to address complex machine learning challenges. Building on foundational knowledge, this course covers advanced algorithms, feature engineering, and hyperparameter tuning.

Participants will gain hands-on experience with real-world datasets, learning best practices for optimizing model performance and conducting thorough evaluations. By the end, attendees will be equipped to apply advanced machine learning techniques effectively across various domains.

• Machine Learning Types
• Theories & Techniques in Machine Learning
• Decision Trees
• Naive Bayes
• Neural Networks
• Advanced understanding of the Evaluation Metrics
• Feature Engineering
• Hyperparameters Tuning
• Best Practices to build a performant Model

• Optimize model performance
• Conduct thorough evaluations
• Apply advanced machine learning techniques effectively across various domains

Theoretical presentation
Practical exercises