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Mastering Machine Learning Theory and Practice

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level

Beginner

Duration

36h

Lessons

96 Lessons

Category:

Gain both theoretical understanding and hands-on experience with machine learning algorithms and techniques.

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The machine learning field is rapidly advancing today due to the availability of large datasets and the ability to process big data efficiently. Moreover, several new techniques have produced groundbreaking results for standard machine learning problems.

This course provides a detailed description of different machine learning algorithms and techniques, including regression, deep learning, reinforcement learning, Bayes nets, support vector machines (SVMs), and decision trees. The course also offers sufficient mathematical details for a deeper understanding of how different techniques work. An overview of the Python programming language and the fundamental theoretical aspects of ML, including probability theory and optimization, is also included. The course contains several practical coding exercises as well.

By the end of the course, you will have a deep understanding of different machine-learning methods and the ability to choose the right method for different applications.

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Mastering Machine Learning Theory and Practice
Mastering Machine Learning Theory and Practice
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