Postdoc and PhD student positions in machine learning, Finnish Center for 
Artificial Intelligence

Finnish Center for Artificial Intelligence (FCAI; http://fcai.fi) is looking 
for exceptional doctoral students and postdoctoral researchers to tackle 
complex and exciting problems in the field of machine learning. Come and join 
us to create the Real AI that is data-efficient, trustworthy and understandable!
FCAI brings together the world-class expertise of Aalto University and the 
University of Helsinki in AI research, strengthened further with an extensive 
set of companies and public sector partners, creating an attractive, 
world-class ICT hub in Helsinki metropolitan area.
Our research agenda is spearheaded by 5 research programs with multiple 
research groups involved in each. We are currently hiring doctoral students and 
postdoctoral researchers in the following FCAI research programs and the 
detailed projects listed below.  

Research programs:
1.      Agile probabilistic AI. Keywords: Probabilistic programming; Robust and 
automated Bayesian machine learning
2.      Simulator-based inference: Approximate Bayesian Computation ABC; 
likelihood-free inference; Generative adversarial networks (GAN); applications 
in many fields including medicine, materials design, visualization, business, …
3.      Next generation data-efficient deep learning; including deep 
reinforcement learning
4.      Privacy-preserving and secure AI: Privacy-preserving machine learning; 
differential privacy; adversarial machine learning
5.      Interactive AI: Interactive machine learning; probabilistic inference 
of cognitive models from data; probabilistic programming for behavioral sciences

Specific projects:
6.     Constraint-Based Optimization and Machine Learning
7.     Probabilistic Machine Learning
8.     Probabilistic machine learning for personalized medicine
9.     Probabilistic modeling and machine learning for bioinformatics
10.   Non-parametric probabilistic machine learning
11.   Bioinformatics and computational biology
12.   Computational HCI
13.   Privacy-preserving federated machine learning
14.   Probabilistic user modelling in interactive human-in-the-loop machine 
learning

Deadline for doctoral students: August 12, 2018. Postdoc applications received 
by August 12, 2018 will receive full treatment.

More details here: 
http://www.fcai.fi/fcainews/2018/7/2/postdoc-and-doctoral-student-positions-in-machine-learning


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