# Future Talks

2025 International Conference on Continuous Optimization (ICCOPT 2025), The University of Southern California, Los Angeles, USA, July 19-24, 2025

3rd Workshop on Computational Optimization, Vienna, Austria, June 4-6, 2025 (invited by Radu Bot)

The Machine Learning Summer School (MLSS 2025), MBour, Senegal, Summer 2025 (invited lecturer)

International Conference on Computational Optimization (ICOMP-2024), Innopolis, Russian Federation, October 10-12, 2024 (plenary talk delivered virtually)

2nd IEEE International Conference on Federated Learning Technologies and Applications (FLTA 2024), September 17-20, 2024, Valencia, Spain (keynote talk)

# 2024 Talks

[244] AMCS/STAT Graduate Seminar, KAUST, Saudi Arabia, September 5, 2024

[243] CS Graduate Seminar, KAUST, Saudi Arabia, September 2, 2024

[242] ALGOPT2024 workshop on Algorithmic Optimization: Tools for AI and Data Science, Louvain-la-Neuve, Belgium, August 27-30, 2024. The workshop is a celebration of Yurii Nesterov's 50 year long research career in optimization! (invited)

[241] 3rd Workshop on Federated Learning for Computer Vision (in Conjunction with CVPR 2024), Seattle, USA, June 17, 2024 (keynote talk)

[240] Applied Algorithms for Machine Learning. A workshop on the future of computation, Paris, France, June 10-12, 2024 (plenary talk)

[239] One World Optimization Seminar in Vienna, Erwin Schrödinger International Institute for Mathematics and Physics, Vienna, Austria, June 3-7, 2024 (plenary talk)

[238] ICLR, Vienna, Austria, May 7-11, 2024 (posters)

[237] AISTATS, Valencia, Spain, May 2-4, 2024 (posters)

[236] Workshop on Nonsmooth Optimization and Applications (NOPTA 2024), in Honor of the 75th Birthday of Boris Mordukhovich, University of Antwerp, Belgium, April 8-12, 2024 (plenary talk)

# 2023 Talks

[235] Apple Workshop on Privacy Preserving Machine Learning 2024, Cupertino, California, February 29 -- March 1, 2024 (invited)

[234] Three 50 min lectures on Optimization for Machine Learning, AMCS-STAT School, KAUST, Saudi Arabia, February 25, 2024 (invited)

[233] NeurIPS 2023 Workshop on Federated Learning in the Age of Foundation Models (subject to the workshop being accepted), New Orleans, Louisiana, USA, December 15-16, 2023 (plenary talk)

[232] ICML 2023, Honolulu, Oahu, Hawaii, USA, July 23-29, 2023

[231] Federated and Collaborative Learning Workshop, Simons Institute, Berkeley, USA, July 19-20, 2023 (invited by John Duchi, Nika Haghtalab, Peter Kairouz, Virginia Smith, Nati Srebro, and Kunal Talwar)

[230] Eastern European Machine Learning Summer School (EEML 2023), Košice, Slovakia, July 9-16, 2023 (lecturer) [slides]

[229] Mathematics in Armenia: Advances and Perspectives (80th anniversary of the foundation of the Armenian National Academy of Sciences), Yerevan, Armenia, July 2-8, 2023 (plenary talk)

[228] Research Seminar, Institute for Informatics, Slovak Academy of Sciences, Bratislava, Slovakia, May 26, 2023

[227] Research Seminar, Apple Federated Learning Team, Virtual Seminar Series, May 23, 2023 (invited by Vojta Jína) [slides]

[226] Research Seminar, Institute for Informatics, Slovak Academy of Sciences, Bratislava, Slovakia, May 19, 2023

[225] Research Seminar, Kempelen Institute of Intelligent Technologies (KInIT), Bratislava, Slovakia, May 15, 2023

[224] ICLR 2023, Kigali, Rwanda, May 1-5, 2023

[223] DistributedML Seminar, Virtual, Qualcomm AI Research, April 23, 2023 @ 9am PT

[222] CMOR Special Lecture, Rice University, Houston, USA, January 20, 2023 (invited by Shiqian Ma) [slides]

# 2022 Talks

[221] Optimization in the Big Data Era, Institute for Mathematical Sciences, National University of Singapore, Singapore, December 5-9, 2022 (invited)

[220] Introduction to Optimization 2/2, Aramco, Saudi Arabia, November 17-20, 2022 (24 hours)

[219] KAUST Workshop on Scientific Computing and Machine Learning, KAUST, Saudi Arabia, November 14, 2022 [slides] (invited by Jinacho Xu)

[218] Google's 2022 Workshop on Federated Learning and Analytics, November 9-10, 2022 (invited by Peter Kairouz)

[217] Introduction to Optimization 1/2, Aramco, November 3-6, 2022 (24 hours)

[216] MBZUAI Workshop on Collaborative Learning: From Theory to Practice, Abu Dhabi, October 8-10, 2022 (invited by Michael Jordan)

[215] One World Seminar Series on the Mathematics of Machine Learning, Virtual Seminar Series, October 5, 2022 (invited)

[214] Mathematics and Applications Colloquium, KAUST, Thuwal, Saudi Arabia, September 13, 2022 (invited)

[213] CS Department Seminar, Hong Kong Baptist University, Hong Kong, September 2, 2022 (invited)

[212] CrossFL: Cross-Community Federated Learning: Algorithms, Systems and Co-designs, A workshop associated with the MLSys conference, Santa Clara, USA, September 1, 2022 (keynote)

[211] ICML 2022 (Talk 2), Baltimore, Maryland, USA, July 17-23, 2022

[210] ICML 2022 (Talk 1), Baltimore, Maryland, USA, July 17-23, 2022

[209] Better AI Meetup, Bratislava, Slovakia, June 22, 2022 (invited)

[208] PhD Course "Introduction to Stochastic Gradient Descent" (22.5 hrs), Faculty of Mathematics, Physics and Informatics, Comenius University, Bratislava, Slovakia, June 20-24, 2022

[207] Mathematics of Complex Data, KTH Royal Institute of Technology, Stockholm, Sweden, June 13-16, 2022 (invited)

[206] PhD Course "Introduction to Stochastic Gradient Descent" (18 hrs), Vienna Graduate School for Computational Optimization (VGSCO), Vienna, Austria, May 30-June 3, 2022 (invited)

[205] Stochastic Numerics and Statistical Learning: Theory and Applications Workshop, KAUST, Saudi Arabia, May 15-28, 2022 (invited)

[204] Federated Learning One World Seminar (FLOW), Virtual Seminar Series, May 4, 2022

[203] Department of Mathematics Colloquium, Penn State University, USA, April 27, 2022 (invited)

[202] Seminar Series in Cognitive Computing at Baidu Research, Virtual Seminar Series, April 26, 2022 @ 10pm PT = April 27, 2022 @ 7am CET; Previous speakers: Larry Carin, Pascal Fua, Yann LeCun (Q&A), Sergey Levine, Max Welling, Eric Xing (invited)

[201] Lagrange Workshop on Federated Learning, Lagrange Mathematics and Computing Research Center, virtual meeting, April 25, 2022 (invited) talks by: Peter Richtarik, Aymeric Dieuleveut, Mehryar Mohri, Eduard Gorbunov, Martin Jaggi, Peter Kairouz

[200] Apple's Workshop on Privacy Preserving Machine Learning, April 5-6, 2022 (invited)

[199] AMCS/STAT Graduate Seminar, KAUST, Saudi Arabia, March 31, 2022 (invited)

[198] Computer Science Graduate Seminar, KAUST, Saudi Arabia, March 21, 2022 (invited)

[197] Dagstuhl Seminar, Talk 3, Theory of Randomized Optimization Heuristics, Germany, February 20-25, 2022

[196] Dagstuhl Seminar, Talk 2, Theory of Randomized Optimization Heuristics, Germany, February 20-25, 2022

[195] Dagstuhl Seminar, Talk 1, Theory of Randomized Optimization Heuristics, Germany, February 20-25, 2022 (invited)

[194] Federated Learning One World Seminar, Virtual Seminar Series, February 9, 2022

[193] Machine Learning NeEDS Mathematical Optimization, Virtual Seminar Series, February 7, 2022 (invited)

# 2021 Talks

[192] NeurIPS 2021 Workshop: "New Frontiers in Federated Learning: Privacy, Fairness, Robustness, Personalization and Data Ownership", virtual, December 13, 2021 (plenary)

[191] NeurIPS 2021 Oral Talk on the EF21 paper, virtual, December 7, 2021 (oral talk; less than 1% acceptance rate)

[190] KAUST-GSAI Joint Workshop on Advances in AI, virtual, November 25, 2021 (invited)

[189] Data Science Seminar, University of Tartu, Estonia, November 18, 2021 (invited) [video]

[188] SMAP Colloquium, University of Portsmouth, November 10, 2021 (invited)

[187] Google Federated Learning and Analytics Workshop, November 8-10, 2021 (invited)

[186] Computer Science Graduate Seminar, KAUST, Saudi Arabia, November 1, 2021 (invited)

[185] Research Seminar, Kempelen Institute for Intelligent Technologies, Slovakia, October 25, 2021

[184] Machine Learning Research Seminar, Faculty of Mathematics, Physics and Informatics, Comenius University, Slovakia, October 22, 2021

[183] Federated Learning One World Seminar, virtual, July 28, 2021

[182] International Workshop on Federated Learning for User Privacy and Data Confidentiality in Conjunction with ICML 2021 (FL-ICML'21), virtual, July 24, 2021 (co-organizer and speaker)

[181] SIAM Conference on Optimization, virtual, July 20-23, 2021 (invited)

[180] Optimization Without Borders (celebration of the 65th Birthday of Yurii Nesterov), Sirius University, Sochi, Russia, July 12-16, 2021 (invited)

[179] Talk 2, KAUST Conference on Artificial Intelligence, KAUST, Thuwal, Saudi Arabia, April 29, 2021

[178] Talk 1, KAUST Conference on Artificial Intelligence, KAUST, Thuwal, Saudi Arabia, April 28, 2021

[177] "Optimization for Machine Learning", 3rd Mathematics of Operational Research conference, Aston University, Birmingham (UK), April 22-23, 2021

[176] AMCS/STAT Graduate Seminar, KAUST, Saudi Arabia, April 22, 2021 (invited)

[175] Federated Learning One World Seminar, virtual, April 14, 2021

[174] All Russian Seminar on Optimization, virtual, April 7, 2021 (invited)

[173] Research Seminar, MBZUAI, Abu Dhabi, Febraury 16, 2021 (invited)

# 2020 Talks

[172] Apple's Workshop on Privacy Preserving Machine Learning, August 25-26, 2020 (invited)

[171] Talk "Fast Linear Convergence of Randomized BFGS" @ ICML 2020 Workshop: "Beyond First Order Methods in ML Systems", Vienna, Austria, July 2020 (plenary). [slides]

[170] Talk "On Second Order Methods and Randomness" @ Mathematics of Data Science, Virtual Conference, June 11-12, 2020 (plenary speaker)

[169]
Talk "On Second Order Methods and Randomness" @
Montréal Machine Learning and Optimization (MTL MLOpt) Seminar, via Google Meet, May 8, 2020 (invited)

[168]
Talk "On Second Order Methods and Randomness" @ One World Optimization Seminar, April 27, 2020 (invited)

[167] 2 Research Talks at ESET, Bratislava, Slovakia, January 7, 2020 (invited)

# 2019 Talks

[166] NeurIPS 2019, Vancouver, Canada, December 9-13, 2019

[165] KAUST-Tsinghua-Industry workshop on AI, KAUST, Saudi Arabia, December 23-26, 2019 (invited)

[164] "Distributed and Federated Learning", Huawei, Nizhny Novgorod, October 2, 2019 (invited)

[163] School-Conference “Approximation and Data Analysis”, Nizhny Novgorod, Russia, September 30-October 4, 2019 (invited). I have given three talks on the topic of stochastic gradient descent (invited)

[162]
"A Guided Walk Through the ZOO of Stochastic Gradient
Descent Methods", a short course (5 hours), Moscow Institute
of Physics and Technology, Dolgoprudny, Russia, September
28, 2019

[161] Workshop on Optimization, Statistics and Numerical Methods, Moscow Institute of Physics and Technology, Dolgoprudny, Russia, September 27, 2019 (workshop organized around my visit to MIPT; speakers: myself, V. Spokoiny, E. Tyrtyshnikov, A. Nazin, P. Dvurechensky, A. Tremba)

[160] 50 Years of Mathematics in Bielefeld, Bielefeld, Germany, September 25-27, 2019 (invited)

[159]
DIMACS Workshop on Randomized Numerical Linear Algebra,
Statistics, and Optimization, Rutgers University, USA, September 16-18, 2019 (invited)

[158] ICCOPT 2019 (International Conference on Continuous Optimization), Berlin, Germany, August 5-8, 2019 (invited)

[157] "A Guided Walk Through the ZOO of Stochastic Gradient Descent Methods", ICCOPT Summer School course (6 hours), ICCOPT 2019 (International Conference on Continuous Optimization), Berlin, Germany, August 3, 2019 (invited) [SGD ZOO slides] [SGD-SR slides] [SEGA slides]

[156] ICIAM 2019 (International Congress on Industrial and Applied Mathematics), Valencia, Spain, July 15-19, 2019 (invited)

[155] 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)

[154] ICML 2019, Long Beach, California, June 9-15, 2019 (5 papers accepted by members of my group; I am involved in 3)

[153] 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)

[152] Randomized Optimization Methods, Short Doctoral Course (3 hours), Erwin Schrödinger International Institute for Mathematics and Physics (ESI), Vienna, Austria, February 21-22, 2019 (invited)

# 2018 Talks

[151] NeurIPS 2018, Montréal, Canada, December 2-8, 2018 (4 papers accepted; including one workshop paper)

[150] Statistics and Data Science Workshop, KAUST, Thuwal, Saudi Arabia, November 12-15, 2018 (invited)

[149] Randomized Numerical Linear Algebra and Applications, Program:
Data Science, Simons Institute, Berkeley, September 24-27,
2018 (invited)

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

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

[146] 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]

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

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

[143] 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]

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

[141] 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, Saudi Arabia, April 25-26, 2018

[140] CS Graduate Seminar, KAUST, Saudi Arabia, March 16, 2018 (invited)

[139] AMCS/Statistics Graduate Seminar, KAUST, Saudi Arabia, March 8, 2018 (invited)

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

[137] 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

[136] 4th Conference on Optimization Methods and Software, Havana, Cuba, December 16-20, 2017 (invited session organizer)

[135]
Optimization at Work, Moscow Institute of Physics and Technology,
Moscow, Russia, October 27, 2017 (plenary)
[slides]

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

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

[132] 34th International Conference on Machine Learning, Sydney, Australia, August 6-11, 2017 (attending)

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

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

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

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

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

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

[125] 2017 BASP Frontiers Workshop, Villars-sur-Ollon, Switzerland, January 29-February 2, 2017 (invited)

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

# 2016 Talks

[123] Yandex Seminar, Moscow, Russia, December 2, 2016 (invited)

[122] Skoltech Seminar, Moscow, Russia, December 1, 2016 (invited)

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

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

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

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

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

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

[115] GAMES seminar, Edinburgh, UK, October 10, 2016 (invited)

[114] 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]

[113] 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)

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

[111] 5th IMA Conference on Numerical Linear Algebra and Optimization, Birmingham, September 7-9, 2016 (co-organizer of 2 minisymposia and speaker)

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

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

[108] 2016 International Workshop on Modern Optimization and Applications (MOA 2016), Beijing, China, June 27-29, 2016 (invited)

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

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

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

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

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

[102] 3KK Conference (trojkralova konferencia), Bratislava, Slovakia, January 4, 2016

# 2015 Talks

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

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

[99] 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)

[98] 2015 IEEE International Conference on Data Science and Advanced Analytics, Paris, France, October 19-21, 2015 (invited tutorial) [slides]

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

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

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

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

[93] Research Seminar, IST Austria,
September 7, 2015 (invited)

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

[91] 22nd ISMP, Pittsburgh, July 12-17, 2015 (invited session organizer)

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

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

[88] AmpLab seminar, UC Berkeley, May 27, 2015 (invited)

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

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

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

[84]
Theory of Big
Data Science, University College London, January 7-9,
2015 (invited)

# 2014 Talks

[83] Optimization Workshop,
Foundations of Computational Mathematics, Montevideo,
Uruguay, December 15-17, 2014 (invited) [slides]

[82] Numerical Algorithms and Intelligent Software, University of Edinburgh, December 5, 2014 (organizer and speaker) [slides]

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

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

[79] 46th Conference of Slovak Mathematicians, Jasna, Slovakia, November 20-23, 2014 (plenary)

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

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

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

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

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

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

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

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

[70] 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)

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

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

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

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

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

[64] "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]

# 2013 Talks

[63] 6th NIPS
workshop on Optimization for Machine Learning, Lake
Tahoe, California, December 9-10, 2013 (plenary)

[62] 5th
International Conference on Information Technologies and
Information Society, Slovenia, November 7-9, 2013
(plenary)

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

[60] 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]

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

[58] 4th
ICCOPT, Lisbon, Portugal, July 27-August 1, 2013
(cluster chair and speaker)

[57] 4th International Conference on Optimization, Simulation and
Control, Ulaanbaatar, Mongolia, July 1-4, 2013

[56] 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.

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

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

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

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

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

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

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

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

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

# 2012 Talks

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

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

[44] 3rd
IMA
Conf. on Numerical Linear Algebra and Optimisation,
Birmingham, UK, September 10–12, 2012 (minisymposium
organizer and speaker)

[43] 21st ISMP, Berlin,
Germany, August 19–24, 2012 (session organizer and speaker)

[42] 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)

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

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

[39] 3rd Conference on Optimization Methods and Software, Chania, Crete, Greece, May 13–17, 2012 (invited)

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

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

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

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

# 2011 Talks

[34] ICNONLA, The 8th International Conference on Numerical Optimization and Numerical Linear Algebra, Xiamen, China, November 7–11, 2011

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

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

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

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

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

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

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

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

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

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

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

# 2006-2010 Talks

[22] 2nd IMA Conference on Numerical Linear Algebra and Optimisation, Birmingham, UK, September 13–15, 2010

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

[20] 24th European Conference on Operational Research (EURO XXIV), Lisbon, Portugal, July 11–14, 2010

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

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

[17] 20th Int. Symposium on Mathematical Programming (ISMP 2009), Chicago, USA, August 23–29, 2009 (invited)

[16] 15th Mathematical Programming Meeting, Han-Sur-Lesse, Belgium, March 26–27, 2009

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

[14] 23rd Belgian Conference on Operations Research (ORBEL 2009), Leuven, Belgium, February 5–6, 2009

[13] “MATFYZ” Alumni Week, Faculty of Mathematics, Physics and Informatics, Comenius University, Bratislava, Slovakia, December 19, 2008 (invited)

[12] Veszprem Optimization Conference: Advanced Algorithms (VOCAL 2008), Regional Center of the Hungarian Academy of Sciences, Veszprem, Hungary, December 15–17, 2008 (invited)

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

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

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

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

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

[6] 14th Mathematical Programming Meeting, Han-Sur-Lesse, Belgium, March 21, 2008

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

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

[3] 19th International Symposium on Mathematical Programming (ISMP 2006), Rio de Janeiro, Brazil, July 30–August 4, 2006

[2] 6th Annual MOPTA Conference, Modeling and Optimization: Theory and Applications, Waterloo, Canada, July 24–27, 2006 (invited)

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