## Upcoming Talks

Workshop: Approximation, Sampling, and Compression in High Dimensional Problems; Isaac Newton Institute for Mathematical Sciences Program on Approximation, Sampling and Compression in Data Science, Cambridge University, UK, June 17-21, 2019 (invited plenary)

Workshop: Numerical Algorithms in Nonsmooth Optimization; Thematic Programme "Modern Maximal Monotone Operator Theory: From Nonsmooth Optimization to Differential Inclusions“, Erwin Schrödinger International Institute for Mathematics and Physics (ESI), Vienna, Austria, February 25 - March 1, 2019 (invited)

Randomized Numerical Linear Algebra and Applications, Program: Data Science, Simons Institute, Berkeley, September 24-28, 2018 (invited)

DIMACS/TRIPODS
workshop: Optimization in Machine Learning, Lehigh
University, Bethlehem, USA, August 13-15, 2018 (invited)

XII
Brazilian Workshop on Continuous Optimization, Foz do
Iguaçu, Brazil, July 22-27, 2018 (plenary)

## 2018 Talks

ISMP 2018,
Bordeaux, France, July 1-6, 2018 (stream organizer). I am
co-organizing stream "4.a Learning: Machine Learning, Big
Data, Cloud Computing, and Huge-Scale Optimization" with
Alexandre d’Aspremont, Olivier Beaumont, and Suvrit Sra. If
you want to a propose a session or a minisymposium within
this stream, get in touch. [slides]

ERGO
seminar, School of Mathematics, The University of
Edinburgh, UK, June 20, 2018

ANC
seminar, School of Informatics, The University of
Edinburgh, UK, June 19, 2018

10th Traditional Youth School "Control, Information and Optimization", Voronovo, Moscow Region, Russia, June 10-15, 2018 (lecturer; invited by Boris Polyak). Slides from my two talks: [slides 1], [slides 2]

Centre for Discrete Mathematics and its Applications (DIMAP) seminar, Warwick, UK, May 1, 2018 (invited)

Mini-course "Introduction to Optimization for Machine Learning" for selected Saudi university students who previously participated in the Saudi National Mathematical Olympiad or IMO, KAUST, KSA, April 25-26, 2018

CS Graduate Seminar, KAUST, KSA, March 16, 2018 (invited)

AMCS/Statistics Graduate Seminar, KAUST, KSA, March 8, 2018 (invited)

Statistics Research Seminar, Department of Mathematics, Physics and Informatics, Comenius University, Bratislava, Slovakia, February 26, 2018 (time: 9:50am, location: M - XII)

Optimization and Big Data 2018, KAUST, Thuwal, Saudi Arabia, February 5-8, 2018 (organizer). I am co-organizing this with Marco Canini (KAUST). Past editions of the event were held in Edinburgh, Scotland: OBD 2015, OBD 2013, OBD 2012. The 2018 event is funded by KAUST Office for Sponsored Research, and co-funded by the Alan Turing Institute.

## 2017 Talks

4th Conference on Optimization Methods and Software, Havana, Cuba, December 16-20, 2017 (invited session organizer)

Optimization at Work, Moscow Institute of Physics and Technology, Moscow, Russia, October 27, 2017 (plenary) [slides]

Workshop
on Decentralized Machine Learning, Optimization and
Privacy, September 11-12, 2017, Lille, France
(invited) [slides]

Data Science Summer School, CMAP, École Polytechnique, Paris, France, Aug 28-Sept 1, 2017 (invited minicourse on randomized optimization methods) [slides]

34th International Conference on Machine Learning, Sydney, Australia, August 6-11, 2017 (attending)

Workshop on Convex Optimization and Applications, Fields Institute, Toronto, Canada, July 4-7, 2017 (invited) [slides]

Research Seminar, Cardiff University, UK, June 1, 2017
(invited)

Research Seminar, Plymouth University, UK, May 31, 2017
(invited)

SIAM
Conference on Optimization, Vancouver, Canada, May
22-25, 2017 (invited)

AMCS
Graduate Seminar, KAUST, Thuwal, Saudi Arabia, April
13, 2017 (invited)

Visual
Computing - Modeling and Reconstruction, KAUST
Conference Center, Thuwal, Saudi Arabia, April 10-12, 2017
(invited) [slides]

2017 BASP Frontiers Workshop, Villars-sur-Ollon, Switzerland, January 29-February 2, 2017 (invited)

Research Seminar, Department of Computing, Imperial College
London, UK, January 20, 2017 (invited)

## 2016 Talks

Yandex Seminar, Moscow, Russia, December 2, 2016 (invited)

Skoltech Seminar, Moscow, Russia, December 1, 2016 (invited)

Workshop on Distributed Machine Learning, Telecom ParisTech, Paris, November 25, 2016 (invited)

CORMSIS
Seminar, University of Southampton, Southampton, UK,
November 17, 2016 (invited)

Seminar on Combinatorics, Games and Optimisation, London School of Economics, London, UK, November 16, 2016 (invited)

SIAM Warwick Student Chapter Conference (focus: machine learning and statistics), Coventry, UK, November 9, 2016 (invited)

MIGSAA Faculty Talk, Int. Centre for Mathematical Sciences, Edinburgh, UK, October 14, 2016 (invited)

Fellow Short Talk, Alan Turing Institute, London, UK, October 13, 2016 (invited)

GAMES seminar, Edinburgh, UK, October 10, 2016 (invited)

41st Woudschoten Conference, Zeist, The Netherlands, October 5-7, 2016 (2 invited keynote lectures in the stream: "Numerical methods for big data analytics") [Lecture 1, Lecture 2]

Linear Algebra and Parallel Computing at the Heart of Scientific Computing, a joint event of the Royal Society of Edinburgh and the French Embassy in London, Edinburgh, UK, September 21, 2016 (invited)

Learning, Privacy and Mobile Data Workshop, Google, Seattle, September 13-14, 2016 (invited poster)

5th IMA Conference on Numerical Linear Algebra and Optimization, Birmingham, September 7-9, 2016 (co-organizer of 2 minisymposia and speaker)

OR58, The 58th Annual Conference of the OR Society, Portsmouth, UK, September 6-8, 2016 (closing plenary) [slides]

ICCOPT 2016, Tokyo, Japan, August 6-11, 2016 (invited)

2016 International Workshop on Modern Optimization and Applications (MOA 2016), Beijing, China, June 27-29, 2016 (invited)

INFORMS International Conference, Hawaii, USA, June 12-15, 2016 (invited)

ECMath Colloquium "Sparsity: Statistics, Optimization and Applications", Einstein Center for Mathematics, Berlin, Germany, April 22, 2016 (keynote)

Computationally and Statistically Efficient Inference for Complex Large-scale Data, Oberwolfach, Germany, March 6-12, 2016 (invited)

Optimization without Borders, Les Houches, France, February 7-12, 2016 (invited)

Working Probability Seminar, School of Mathematics, University of Edinburgh, January 19, 2016 (invited)

3KK Conference (trojkralova konferencia), Bratislava, Slovakia, January 4, 2016

## 2015 Talks

Theoretical
and
Computational Approaches to Large Scale Inverse Problems
(Alan Turing Institute Workshop), ICMS, Edinburgh, UK,
December 2-4, 2015 (organizer)

Distributed
Machine
Learning and Optimization (Alan Turing Institute
Workshop), ICMS, Edinburgh, UK, November 25-27, 2015
(organizer)

Course: Randomized algorithms for big data optimization, Graduate School in Systems, Optimization, Control and Networks (SOCN), Universite catholique de Louvain, Belgium, Fall 2015 (invited PhD course: 6 x 3.5 hours)

2015 IEEE International Conference on Data Science and Advanced Analytics, Paris, France, October 19-21, 2015 (invited tutorial) [slides]

Computational
Mathematics
and Applications Seminar, University of Oxford, UK,
October 8, 2015 (invited) [slides]

Statistical and Computational Challenges in Large-Scale Data Analysis (Alan Turing Institute Workshop), Cambridge, UK, September 28-30, 2015 (invited)

LMS
Inverse
Day, Edinburgh, UK, September 21, 2015 (invited) [slides]

Machine Learning Thematic Trimester, Summer School course on "Optimization in Machine Learning", Toulouse, France, September 14-18, 2015 (invited) [slides]

Research
Seminar, IST Austria,
September 7, 2015 (invited)

International Conference on Operations Research: Optimal Decisions and Big Data, Vienna, September 1-4, 2015 (invited session organizer)

22nd ISMP, Pittsburgh, July 12-17, 2015 (invited session organizer)

International Conference on Machine Learning (ICML), Lille, France, July 6-11, 2015 (invited tutorial on randomized optimization methods; joint with Mark Schmidt)

School of Mathematics Seminar, UC Davis, June 1, 2015 (invited by Michael Friedlander)

AmpLab seminar, UC Berkeley, May 27, 2015 (invited)

Optimization and Big Data 2015, Edinburgh, May 6-8, 2015 (organizer)

Maxwell Institute Probability Day, University of Edinburgh, April 20, 2015 (invited)

Optimization and Statistical Learning, Les Houches, France, January 11-16, 2015 (invited) [slides]

Theory of
Big Data Science, University College London, January
7-9, 2015 (invited)

## 2014 Talks

Optimization Workshop, Foundations of Computational Mathematics, Montevideo, Uruguay, December 15-17, 2014 (invited) [slides]Numerical Algorithms and Intelligent Software, University of Edinburgh, December 5, 2014 (organizer and speaker) [slides]

Working Probability Seminar, University of Edinburgh, December 3, 2014 (invited)

Working Probability Seminar, University of Edinburgh, November 26, 2014 (invited)

46th Conference of Slovak Mathematicians, Jasna, Slovakia, November 20-23, 2014 (plenary)

ANC/DTC Seminar, School of Informatics, University of Edinburgh, November 4, 2014 (invited) [slides]

Research Seminar, The Chinese University of Hong Kong, October 10, 2014 (invited by Shiqian Ma)

MIGSAA industrial sandpit, International Centre for Mathematical Sciences, Edinburgh, October 3, 2014

LFCS Seminar, School of Informatics, University of Edinburgh, September 30, 2014 (invited)

Mathematical Methods in Economy and Industry, Smolenice, Slovakia, September 8-12, 2014 (plenary)

IMA Numerical Linear Algebra and Optimization, Birmingham, September 3-5, 2014 (minisymposium organizer and speaker)

Understanding Complex and Large Industrial Data, Lancaster, July 1-2, 2014 (keynote)

NATCOR PhD Course on Convex Optimization (jointly with other ERGO faculty and Steve Boyd), Edinburgh, June 23-27, 2014

Khronos-Persyval Days "High-Dimensional Learning and Optimization"; Randomized Coordinate Descent for Big Data Optimization (6 hr PhD course), Grenoble, France, June 11-12, 2014 (invited)

SIAM Conference on Optimization, San Diego, California, May 19-22, 2014 (minisymposium organizer and speaker).

SITA'14 - 9th International Conference on Intelligent Systems: Theories and Applications, Rabat, Morocco, May 7-8, 2014 (keynote)

Parisian Seminar on Optimization, Paris, France, May 5, 2014 (invited)

Stochastic Gradient Methods, IPAM, UCLA, February 24-28, 2014 (invited) [slides]

Big Data: Challenges and Applications, Imperial College, February 17-19, 2014 (invited 3h tutorial on optimization with big data)

"Main seminar", Laboratory for Structural Methods of Data Analysis in Predictive Modeling (PreMoLab), Moscow Institute of Physics and Technology, Moscow, Russia, February 13, 2014 (invited) [slides]

Numerical
Analysis
and Optimization, Muscat - Sultanate of Oman, January
5-9, 2014 (invited)

## 2013 Talks

Mysore Park Workshop on Distributed Computing For Machine Learning and Optimization, Bangalore, India, December 18-20, 2013 (invited)

6th NIPS workshop on Optimization for Machine Learning, Lake Tahoe, California, December 9-10, 2013 (plenary)

5th International Conference on Information Technologies and Information Society, Slovenia, November 7-9, 2013 (plenary)

AmpLab all hands seminar, UC Berkeley, October 29, 2013 [slides]

Parallel and Distributed Algorithms for Inference and Optimization (a workshop within the Theoretical Foundations of Big Data Analysis program), Simons Institute for the Theory of Computing, Berkeley, October 21-25, 2013 (invited) [slides]

Machine Learning Seminar @ Google, California, September 10, 2013 (invited)

4th ICCOPT, Lisbon, Portugal, July 27-August 1, 2013 (cluster chair and speaker)

4th International Conference on Optimization, Simulation and Control, Ulaanbaatar, Mongolia, July 1-4, 2013

25th
Biennial Numerical Analysis Conference, Glasgow,
University of Strathclyde, June 25-28, 2013

I am giving a talk in the *"Recent Advances in Big Data
Problems"* minisymposium.

Big
Data
Mining 2013, Imperial College London, May 14-15, 2013
(invited by Giovanni Montana) [slides]

Optimization and Big Data, Edinburgh, May 1-3, 2013 (organizer)

Fête Parisienne in Computation, Inference and Optimization, Paris, France, March 20, 2013 (invited by Francis Bach and Michael Jordan) [slides]

Edinburgh SIAM Student Chapter conference, March 6, 2013 (invited) [slides]

Big Data and Social Media, Glasgow, UK, February 26, 2013 (invited by Des Higham) [slides]

Research Recap, Innovative Learning Week, February 21, 2013 [slides - 15 mins]

Mathematical Optimization Seminar, CORE, Louvain-la-Neuve, Belgium, February 5, 2013 (invited by Yurii Nesterov)

Edinburgh Research Group in Optimization seminar talk, University of Edinburgh, January 30, 2013

Optimization
and
Statistical Learning, Les Houches, France, January
6-11, 2013 (invited) [slides]

## 2012 Talks

University of Strathclyde, Numerical Analysis Seminar, December 11, 2012 (invited)

INFORMS Annual Meeting, Phoenix, Arizona, October 14-17, 2012 (session organizer and speaker)

3rd IMA Conf. on Numerical Linear Algebra and Optimisation, Birmingham, UK, September 10–12, 2012 (minisymposium organizer and speaker)

21st ISMP, Berlin, Germany, August 19–24, 2012 (session organizer and speaker)

ICML
Workshop
on Optimization in Machine Learning, Edinburgh, UK,
July 1, 2012 (invited)

*Speakers:* Constantine Caramanis (Texas Austin), Ali
Jadbabaie (Pennsylvania), Anatoli Juditsky (Joseph
Fourier), Jorge Nocedal (Northwestern), P. R.
(Edinburgh), Karthik Sridharan (Pennsylvania), Michael
Mahoney (Stanford)

Research Seminar, Wisconsin Institutes for Discovery, June 19, 2012 (invited)

Advances in Large-Scale Optimization, Edinburgh, UK, May 24–25, 2012 (workshop organizer and speaker)

3rd Conference on Optimization Methods and Software, Chania, Crete, Greece, May 13–17, 2012 (invited)

University of Cambridge, Applied and Computational Analysis Seminar, May 3, 2012 (invited)

INFORMS Optimization Society Conference, Coral Gables, Florida, February 24–26, 2012

Cardiff University, Operational Research and Statistics Research Seminar, February 15, 2012 (invited)

Comenius University, Seminar of the Center for Economics
and Finance, January 9, 2012

## 2011 Talks

ICNONLA, The 8th Int. Conference on Num. Optimization and Numerical Linear Algebra, Xiamen, China, November 7–11, 2011

University of Edinburgh, Algorithms & Complexity Research Seminar @ School of Informatics, October 26, 2011 (invited)

Oxford University, Computational Mathematics and Applications Research Seminar, October 13, 2011 (invited)

London School of Economics, The OR Society Mathematical Programming Seminar, October 12, 2011 (invited)

Heriot-Watt University, Computational Mathematics and Maths Biology Seminar, October 6, 2011 (invited)

FoCM, Budapest, Hungary, July 4–14, 2011 (invited)

24th Biennial Conference on Numerical Analysis, June 28th–July 1st, 2011 (minisymposium organizer and speaker)

SPARS 11, Signal Processing with Adaptive Sparse Structured Representations, Edinburgh, June 27–30, 2011

Catholic University of Louvain, CORE, Mathematical Programming Seminar, Belgium, June 7, 2011 (invited)

SIAM Conference on Optimization, Darmstadt, Germany, May 16–19, 2011 (session chair)

Computational Complexity Challenges in Optimization, Edinburgh, May 12, 2011 (invited)

LANCS
Workshop
on Modelling and Solving Complex Optimization Problems,
Lancaster, April 11–13, 2011

## 2006-2010 Talks

2nd
IMA
Conference on Numerical Linear Algebra and Optimisation,
Birmingham, UK, September 13–15, 2010

The
International Conference on Continuous Optimization
(ICCOPT 2010), Santiago, Chile, July 26–29, 2010

24th European Conference on Operational Research (EURO
XXIV), Lisbon, Portugal, July 11–14, 2010

INFORMS Annual Meeting, San Diego, California, USA, October
11–14, 2009 (invited)

14th Belgian-French-German Conference on Optimization,
Leuven, Belgium, September 14–18, 2009

20th Int. Symposium on Mathematical Programming (ISMP 2009), Chicago, USA, August 23–29, 2009 (invited)

15th Mathematical Programming Meeting, Han-Sur-Lesse,
Belgium, March 26–27, 2009

ALGORITMY 2009,
High Tatra Mountains, Slovakia, March 15–20, 2009

23rd Belgian
Conference on Operations Research (ORBEL 2009),
Leuven, Belgium, February 5–6, 2009

“MATFYZ” Alumni Week, Faculty of Mathematics, Physics and
Informatics, Comenius University, Bratislava,

Slovakia, December 19, 2008 (invited)

Veszprem
Optimization Conference: Advanced Algorithms (VOCAL 2008),
Regional Center of the Hungarian

Academy of Sciences, Veszprem, Hungary, December 15–17, 2008
(invited)

DYSCO Study Day, Universite Libre de Bruxelles, Belgium,
November 14, 2008 (invited)

INFORMS Annual
Meeting, Washington D.C. 2008, USA, October 12–15,
2008

MOPTA 2008,
Modeling and Optimization: Theory and Applications,
University of Guelph, Canada, August 17–23, 2008

APMOD 2008, International Conference on Applied
Mathematical Programming and Modeling, Bratislava, Slovakia,
May 27–30, 2008

Research Retreat, Matagne-le-Petite, Belgium, May 26–28,
2008 (invited)

14th Mathematical Programming Meeting, Han-Sur-Lesse,
Belgium, March 21, 2008

INFORMS
Optimization Conference 2008: Theory, Computation and
Emerging Applications, Atlanta, Georgia, USA, March 14–16,
2008

DYSCO Study Day, Royal Military Academy, 1000 Brussels,
November 22, 2007 (invited)

19th Int. Symposium on
Mathematical Programming (ISMP 2006), Rio de Janeiro,
Brazil, July 30–August 4,

2006

6th Annual MOPTA Conference, Modeling and Optimization:
Theory and Applications, Waterloo, Canada,

July 24–27, 2006 (invited)

CORS/Optimization Days 2006 Joint Conference, Montreal,
Canada, May 8–10, 2006