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Corporate AcademyOnderdeel van Rijksuniversiteit Groningen

Corporate Academy

Corporate Academy

Workshop Deep Learning

Course fee

Enrollment

UG/UMCG/Hanze staff: € 165
UG/UMCG/Hanze students: € 140
External: € 290

Course dates and enrollment

Contact: CIT secretariat (050 - 36 39200)

Course fee includes documentation and lunch.

Google, Facebook and the University of Groningen, we're all deep learning and we'd like to share the fun! If have some experience with Python, this course introduces you to designing deep learning models with Keras. You'll get to play with Feed Forward Neural Networks in an environment that we provide during the exercises. Even though deep learning relies on mathematics, we avoid it. If you know your maths, you'll be able to fill in these blanks and if not you get to focus on how to use deep learning.

Contents

We will discuss:

  • train / test / validation data set splits
  • learning curves
  • learning rates
  • weight initialization
  • gradient decent optimization methods for deep learning
  • regularization
  • overfitting
  • convolutional layers
  • pre-trained networks for image classification

Furthermore:

Laatst gewijzigd:03 oktober 2018 12:22