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Dive into the mathematical foundations of machine learning in this 46-minute conference talk from Devoxx Poland 2019. Explore the core concepts behind popular machine learning libraries, starting with a clear definition and intuitive explanation of machine learning. Understand the gradient descent algorithm through simple linear regression, then apply this knowledge to supervised neural network training. Gain valuable insights into selecting appropriate parameters and network types for your projects. Leave with a deeper understanding of the underlying processes in machine learning, empowering you to make more informed decisions when implementing these powerful tools in your work.
Syllabus
Machine Learning: The Bare Math Behind Libraries - Piotr Czajka, Łukasz Gebel
Taught by
Devoxx