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Delft University of Technology
Professional Certificate inAI Skills: Basic and Advanced Techniques in Machine Learning
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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
  • Self-paced
    Progress at your own speed
  • 3 months
    5 - 7 hours per week
  • Discounted price:$304.20 Original price:$338.00 USD
    For the full program experience

Courses in this program

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

Meet your instructors
from Delft University of Technology (DelftX)

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

Assistant Professor

Delft University of Technology

Hanne Kekkonen
Hanne Kekkonen

Dr.

Delft University of Technology

Hongrui Wang
Hongrui Wang

Assistant Professor

Delft University of Technology

Amira Elnouty
Amira Elnouty

Lecturer

Delft University of Technology

Luca Laurenti
Luca Laurenti

Dr.

Delft University of Technology

Wendelin Böhmer
Wendelin Böhmer

Dr.

Delft University of Technology

Alfredo Nunez Vicencio
Alfredo Nunez Vicencio

Assistant professor

Delft University of Technology

Experts from Delft University of Technology (DelftX) committed to teaching online learning

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Discounted price:$304.20 Original price:$338.00 USD

2 courses in 3 months

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