Teaching

Oct 23, 2017 — Oct 27, 2017 The Institute of Cancer Research, London, UK

Introduction to Deep Learning with TensorFlow

  • Introduced 10-15 staff scientists and PhD students to writing linear regression and classification models using low-level TensorFlow.
  • Included introduction to TensorBoard and canned estimators.
  • Prepared interactive Jupyter notebooks and accompanied exercises.

Code
May 24, 2017 — May 26, 2017 The Institute of Cancer Research, London, UK

Introduction to Programming with Python

  • Introduced 10-15 staff scientists and PhD students with various backgrounds, including non-computational, to the basics of programming in Python.
  • Included introduction to popular Python modules numpy, matplotlib, and pandas.

Apr 15, 2012 — Jul 31, 2014 Machine Learning in Medical Imaging lecture, Technische Universität München, Munich, Germany

Evaluation Measures

Introduced students to common performance measures for supervised and unsupervised machine learning methods.

Slides
Apr 15, 2012 — Jul 31, 2014 Machine Learning in Medical Imaging lecture, Technische Universität München, Munich, Germany

Linear Classifiers and Support Vector Machines

  • Introduced 20–30 computer science master students to basic concepts of support vector machines.
  • Prepared and graded accompanied exercises.
  • Supervised students in final projects.

Slides