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Drive your career forward

Professional Certificate in
AI Skills: Basic and Advanced Techniques in Machine Learning

What you will learn

  • Apply common operations (pre-processing, plotting, etc.) to datasets using Python.
  • Explain the concept of supervised, semi-supervised, unsupervised machine learning and reinforcement learning.
  • Explain how various supervised learning models work and recognize their limitations.
  • Analyze which factors impact the performance of learning algorithms.
  • Apply learning algorithms to datasets using Python and Scikit-learn and evaluate their performance.
  • Optimize a machine learning pipeline using Python and Scikit-learn.
  • Describe the main classes of clustering techniques.
  • Implement k-means and hierarchical clustering.
  • Motivate the need and choice of dimensionality reduction techniques.
  • Implement Principal Component Analysis (PCA) for feature extraction.
  • Explain how deep neural networks work and their advantages.
  • Train deep neural networks for classification and regression tasks.
  • Explain the basic concepts and techniques of reinforcement learning.
  • Describe how reinforcement learning could be applied in real world applications.
Expert instruction
2 skill-building courses
Progress at your own speed
3 months
5 - 7 hours per week
Discounted price: $268.20
Pre-discounted price: $298USD
For the full program experience

Courses in this program

  1. DelftX's AI Skills: Basic and Advanced Techniques in Machine Learning Professional Certificate

Meet your instructors
from Delft University of Technology (DelftX)

Wendelin Böhmer
Alfredo Nunez Vicencio
Tom Viering
Hanne Kekkonen
Hongrui Wang
Amira Elnouty
Luca Laurenti

Experts from DelftX committed to teaching online learning

Enrolling Now

Discounted price: $268.20
Pre-discounted price: $298USD
2 courses in 3 months
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