Data & AI

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.

Content
  • 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
Learning Outcomes
  • Optimize model performance
  • Conduct thorough evaluations
  • Apply advanced machine learning techniques effectively across various domains
Training Method

Theoretical presentation
Practical exercises

Organised By
Digital Learning Hub Luxembourg
Digital Learning Hub Luxembourg
Certification
Participation Only
Prerequisites
  • Basic understanding of programming concepts
  • Experience in coding with Python
  • Good understanding of probability and statistics

Planning and location
Session 1
22/04/2025 - Tuesday
08:30 - 16:30
Session 2
23/04/2025 - Wednesday
08:30 - 16:30
Learning Track

This course is part of the following learning track(s) and can be booked as a stand-alone training or as part of a whole:

Available Edition(s):

https://www.dlh.lu/web/image/product.template/1484/image_1920?unique=63ffb1a

This combination does not exist.

56.00 € 56.0 EUR 56.00 €

56.00 €

Not Available For Sale

Your trainer(s) for this course
Mayssae CHIMI