Introduction to Neural Networks with TensorFlow

David Tyler, Outlier Technology Limited

Machine learning frameworks such as TensorFlow have lowered the entry barrier to working with neural network models, making them accessible to anyone with a computer and an internet connection. A variety of network architectures have been developed to solve very specific problems with the scalability and accuracy, but understanding why we use one over another can be a challenge.

In this talk we will explore real world use cases and apply two key network architectures – Dense and Convolutional (CNN) – using Python and TensorFlow. We’ll identify problems these architectures can solve and problems they create, helping you to understand which to use and when.

Objective of the talk

Delegates will hopefully come away from this talk with a broad understanding of dense and convolutional neural networks, the problems they address and some of the problems they create.

Required audience experience

Basic understanding of Machine learning concepts, awareness of Tensorflow, awareness of Python.

Track 1
Location: Mountbatten Date: September 30, 2019 Time: 2:00 pm - 2:45 pm David Tyler, Outlier Technology Limited David Tyler, Outlier Technology Limited