Upload
codemotion
View
30
Download
0
Embed Size (px)
Citation preview
From a Developer's POV: is Machine Learning Reshaping the World?
Simone Scardapane
ROME 24-25 MARCH 2017
ROME 24-25 MARCH 2017
The age of analytics: Competing in a data-
driven world (McKinsey Report)
ROME 24-25 MARCH 2017When do you need machine learning?
Two big challenges in machine learning (Léon Bottou)
ROME 24-25 MARCH 2017
Thompson, J.J., Blair, M.R., Chen, L. and Henrey, A.J., 2013. Video game telemetry as a critical tool in the study of complex skill learning. PloS one, 8(9), p.e75129.
ROME 24-25 MARCH 2017Auto Machine Learning
An overview of the AutoML system taken from: Feurer, M., Klein, A., Eggensperger, K.,
Springenberg, J., Blum, M. and Hutter, F., 2015.Efficient and robust automated
machine learning. In Advances in Neural Information Processing Systems (pp. 2962-
2970).
ROME 24-25 MARCH 2017Can we distinguish between them?
Labeled faces in the wild
ROME 24-25 MARCH 2017
PathNet: Evolution Channels Gradient Descent in Super Neural
Networks [arXiv preprint]
ROME 24-25 MARCH 2017
Universe (OpenAI)
DeepMind Lab (Google DeepMind)
ROME 24-25 MARCH 2017
Breaking linear classifiers on ConvNet
ROME 24-25 MARCH 2017
McDaniel, P., Papernot, N. and Celik, Z.B., 2016. Machine learning in
adversarial settings. IEEE Security & Privacy, 14(3), pp. 68-72.
ROME 24-25 MARCH 2017
Machine learning offers a fantastically powerful toolkit for building useful complex prediction systems quickly. ... it is dangerous to think of these quick wins as coming for free. ... it is common to incur massive ongoing maintenance costs in real-world ML systems.
Hidden Technical Debt in Machine Learning Systems (NIPS 2015)
ROME 24-25 MARCH 2017
DeepCoder: Learning to Write Programs [arXiv preprint]