Machine Learning
8 courses·EN
Explore how models learn from data, where different methods fit, and how common applications work.
Choose foundations before specialized topics such as computer vision or regularization. Generative AI provides a separate route through content-generating models.
A route through the topic
Start with the introductory explanation below, then choose a focused lesson for the task or question you want to explore.
Courses in this topic
Introduction to Machine Learning
This training introduces machine learning concepts and applications for beginners seeking foundational knowledge in data-driven model development.
16 slides·32 min
Machine Learning with Python
This training teaches Python developers how to implement and evaluate core machine learning models using popular libraries. Learners will build practical skills in data preprocessing, model training, and performance assessment.
14 slides·28 min
Regularization in Machine Learning: Core Concepts
Learn fundamental concepts of regularization in machine learning, including its purpose and practical examples to improve model generalization and prevent overfitting.
14 slides·28 min
How Recommendation Systems Work
This training explains how recommendation systems work and who they are designed for, helping learners understand the core algorithms and evaluation methods used to personalize user experiences.
13 slides·26 min
Introduction to Computer Vision
This training introduces computer vision concepts and techniques for beginners, covering key applications and foundational skills in image analysis.
15 slides·30 min
Quantum Machine Learning Essentials
An introduction to quantum machine learning, covering core quantum computing principles and their application to classical ML algorithms for technical professionals.
14 slides·28 min
Pattern Recognition and Machine Learning
This training introduces pattern recognition and machine learning, covering core concepts and methods for learners to build and apply models to real-world data.
14 slides·28 min
Raspberry Pi Machine Learning Workflow
Learn how to set up a Raspberry Pi for machine learning and deploy practical ML models through a hands-on workflow. Ideal for beginners and makers with basic Python knowledge.
14 slides·28 min