Excellence, full steam ahead! - Mid-term report 2016-2020

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Excellence, full steam ahead! - Mid-term report 2016-2020
Excellence,
full steam
ahead!
Mid-term report
2016-2020
Excellence, full steam ahead! - Mid-term report 2016-2020
02

                  Halfway through…                                     “We can be proud of everything                              At this key moment in our history, we are still
                                                                                                                                   living out our original mission each day:
                                                                                                                                                                                                With the strength of our academic
                                                                                                                                                                                                background and our credible,
                                                                       we have accomplished and
                  but not doing
                                                                                                                                   to accelerate Canada’s digital transformation                world-class expertise in digital
                                                                       the opportunities we have                                   by being a catalyst for progress in research into            intelligence, we once again
                                                                                                                                   harnessing the power of big data to support                  reaffirm our four core values:
                  things halfway.                                      created in just a few short years!”                         decision-making. The entire IVADO team and
                                                                                                                                   our community are united behind this inspiring
                                                                                                                                                                                                Talent, Knowledge, Transfer,
                                                                                                                                                                                                and Community, as well as our
                                                                                                                                   goal as well as our desire to leverage the potential         mission and our priorities.
                                                                                                                                   of research in digital intelligence, particularly research
                                                                                                                                                                                                On behalf of our entire team,
                                                                                                                                   at the crossroads of machine learning and operations
                                                                                                                                                                                                our members, partners, and staff,
                                                                                                                                   research, which is one of Québec’s greatest
                              Looking back over how far we have come since                 The Montréal Declaration, which                                                                      we would like to thank the Canada
                                                                                                                                   strengths. With the support of our community,
                              the launch of IVADO in September 2016,                       we firmly support and even helped                                                                    First Research Excellence Fund,
                                                                                                                                   we are also working to bring this research to society,
                              the progress we have made is dizzying. We can                to write, is an ethical compass to                                                                   as well as the Ministère de
                                                                                                                                   by transforming it into concrete applications
                              be proud of everything we have accomplished                  guide the development of artificial                                                                  l’Économie et de l’Innovation (MEI)
                                                                                                                                   and benefits for as many people as possible.
                              and the opportunities we have created in just                intelligence towards morally and                                                                     and the Fonds de recherche
                              a few short years! These experiences have also               socially desirable goals. We are        The results we have achieved in under 4 years                du Québec (FRQ) for their belief
                              taught us valuable lessons for our long-term success.        committed to continuing to strengthen   are far beyond our initial expectations. Thanks to           in us and their precious support
                                                                                           this ethical framework, which also      the steady pace of our program delivery, we are              for our development!
                              It is clear that the Canada First Research Excellence
                                                                                           promotes human rights as a catalyst     able to focus on the deployment of major structuring
                              Fund has been a key factor in allowing a number
                                                                                           for the responsible development         research projects that you will learn more about
                              of post-secondary institutions to focus their efforts
                                                                                           of artificial intelligence.             in this report.                                              Gilles Savard
                              on developing fundamental knowledge on a global
                                                                                                                                                                                                CEO, IVADO
                              scale in areas that create, and will continue                As you will discover as you peruse      This approach will allow us to help consolidate
                              to create through the application of this knowledge,         this document, which offers just        national and international innovation networks,
                              long-term social and economic advantages                     a glimpse of all that we have           accelerate the development of national partnerships
                              for Canada. It is our responsibility to build on these       accomplished in record time,            outside Québec and increase our activities with
                              transformative investments to strengthen the                 the second half of our term promises    our international partners.
                              initiatives that enable Canada to excel internationally      to be stimulating and encouraging.
                              in this strategic sector.                                                                            As we continue to support the major programs
                                                                                                                                   we have put into place since our creation, we will
                              Despite the tragic nature of the COVID-19 crisis, it is                                              spare no effort to improve Canada’s position,
                                                                                           Marie-Josée Hébert
                              also a vector of innovation in that it has made the                                                  and Québec’s in particular, as a global catalyst
                                                                                           IVADO Chairman of the Board
                              digital transformation of our society a priority. Our call   Vice-Rector of Research,                for developing digital intelligence.
                              for proposals for ways to fight the pandemic allowed         Discovery, Creation and Innovation
                              us to directly fund nine groundbreaking projects             Université de Montréal                  With our strong industrial membership and a desire
                              that are already showing real results. This call for                                                 to increase the transfer of knowledge to organizations’
                              proposals demonstrated our ability, as well as that of                                               specialists in these fields, we aim to mobilize national
                              our community, to adapt to crisis and support group                                                  and international actors in digital intelligence to work
                              efforts, thereby making a difference.                                                                on structuring projects in key application areas.
Mid-term report

                                                                                                                                   “With the support of our community, we are
                                                                                                                                   also working to bring this research to society,
                                                                                                                                   by transforming it into concrete uses and benefits
                                                                                                                                   for as many people as possible.”
IVADO
Excellence, full steam ahead! - Mid-term report 2016-2020
03

                  Where every
                  possibility
                  is granted
                  IVADO is a collaborative institute     Talent                            Knowledge                  Transfer                                    Community
                  created by Campus Montréal             Training highly qualified         Increasing and improving   Supporting learning about                   Making Montréal the hub
                  (Université de Montréal (UdeM),        scientists and managers           scientific research        digital intelligence by companies           of a strong international
                  Polytechnique Montréal (Poly) and      in digital intelligence to meet   in digital intelligence.   and the community,                          network of excellence
                  HEC Montréal (HEC)). It is dedicated   the market’s increasing needs.                               technology transfer to industry             in digital intelligence.
                                                                                                                      and entrepreneurship.
                  to digital intelligence (DI), which
                  includes data science, machine
                  learning, and operations research.
                  In its vision outlined for Canada
                  First in 2016, and to support the
                  emergence of a digital intelligence
                  (DI) ecosystem capable of
                                                                                                                                                First things
                  stimulating Québec and Canada’s                                                                                               first
                  economic and social development,
                  IVADO proposed a scientific
                  strategy based on 4 pillars.                                                                                                  The grant that IVADO was awarded
                                                                                                                                                by Canada First is seen as the starting point
                                                                                                                                                for Montréal’s emergence as a world leader
                                                                                                                                                in DI research.
                                                                                                                                                Since 2016, governments, major national
                                                                                                                                                and international companies, and venture
                                                                                                                                                capital firms have invested nearly $2 billion
                                                                                                                                                in this DI sector.
                                                                                                                                                Guided by the values of excellence and
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                                                                                                                                                collaboration, the IVADO team believes that data
                                                                                                                                                and algorithms are able to transform the world we
                                                                                                                                                live in and hold incredible potential for innovation.
IVADO
Excellence, full steam ahead! - Mid-term report 2016-2020
04

                  IVADO
                  in figures
                                                                             69                                             +
                                                                                                                              1400
                  In under four years, IVADO has
                  managed to reach or greatly exceed
                                                             +
                                                              9000
                                                                             fundamental
                                                                             research projects
                                                                             funded
                                                                                                     109
                                                                                                     industrial members
                                                                                                                            scientists in the
                                                                                                                            IVADO community
                  41 out of 45 goals set for 2023 by
                  leveraging the high concentration of       persons-day                             and more than
                  specialists in data science, operations    trained                                 20 network
                  research and machine learning in

                                                                             27
                                                                                                     and international

                                                                                                                            44
                  Montréal.
                                                                                                     partners
                  Many of these specialists are affiliated
                  with IVADO’s 13 academic partners

                                                             550
                  and 7 academic members: the Centre                         IVADO
                  de Recherche Mathématiques,                                                                               new
                                                                             professors

                                                                                                     273
                  the Canada Excellence Research                                                                            research
                  Chair in Data Science for Real-                            recruited                                      chairs created
                  Time Decision-Making, the Centre
                  Interuniversitaire de Recherche
                                                             DI events
                  sur les Réseaux d’Entreprises,             with IVADO’s                            collaborative
                  la Logistique et le Transport (CIRRELT),   participation

                                                                             423
                                                                                                     projects involving

                                                                                                                            37
                  the Consortium Santé Numérique,
                  the Group for Research in Decision
                                                                                                     135 companies
                  Analysis (GERAD), Mila and                                                         and 169 researchers
                  the Tech3lab.
                                                                             student and             from 13 universities
                                                                             postdoctoral            ($48 million)          international
                                                                             scholarships                                   delegations
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                                                                             ($19 million) awarded
IVADO
Excellence, full steam ahead! - Mid-term report 2016-2020
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                                   05
IVADO

                          Talent
Excellence, full steam ahead! - Mid-term report 2016-2020
06

                                 IVADO’s network of partners is made up of key resources
                                 dedicated to innovation and who naturally stimulate
                                                                                             +
                                                                                              9000
                                 research and mobilize knowledge. IVADO has developed        persons-day
                  Talent

                  Innovation’s
                                 an exceptional network that is constantly changing
                                 to attract the best talent to a project as inspiring
                                                                                             trained
                                                                                                                        6   job and
                                                                                                                            internship fairs
                                 as the digital transformation of our society.                                          148 organisations
                  power of                                                                                              more than 3000
                                 IVADO’s training environment is also always changing.                                  participants
                  attraction     With the support of its staff, IVADO is expanding
                                 and supporting the creation of training programs
                                                                                             33     training
                                                                                                    programs
                                 and activities to develop talent, because knowledge         29 schools and workshops
                                                                                             4 online courses
                                 feeds off ideas, interactions, doubts, and more questions
                                 than answers.
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IVADO
Excellence, full steam ahead! - Mid-term report 2016-2020
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                                 Schools and workshops                 MOOC                                  Partnerships
                                 The complete “From data               Online courses are more               $1 million
                  Talent         to decision” training program         accessible than ever, and their       Future skills
                                 explores recent advances in digital   training programs respond
                  Innovation’s   intelligence in an accessible,        to companies’ needs. In particular,   $240 K
                  power of       flexible, and independent way.        we have developed:                    Nova Science
                                 Among others, we can cite the
                  attraction     following:                            w Deep Learning Essentials
                                                                         A collaboration between
                                 w 5 editions of                         IVADO-Mila-UdeM
                                   the IVADO-Mila
                                   Deep learning school                w Bias and Discrimination in AI
                                                                         A collaboration between
                                 w 4 editions of the finance             IVADO-UdeM
                                   and insurance workshop
                                   with Fin-ML

                                                                                                               Scale AI-IVADO
                                                                                                               Collaboration
                                                                                                               The new national digital
                                                                                                               intelligence talent development
                                                                                                               program includes public
                                                                                                               and corporate training aiming
                                                                                                               at training 45,000 professionals
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                                                                                                               in 4 years.
                                        DEEP LEARNING MOOC
IVADO
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08

                                                        Scholarships and grants                                       Professors                               Chairs
                                                        To help support the next generation                           The first recruitment program that       Development and creation
                                                        of students, IVADO has developed a program                    was launched was designed to attract     of research chairs.
                                                        to support digital intelligence research.                     world-class human capital to Montréal.
                                                                                                                                                               91 IVADO researchers
                  Talent                                423 scholarships and grants have been                         27 professors recruited                  hold a Chair
                                                        awarded to 404 students and postdocs
                  Humans are our                        to date (+ $19 million) including:
                                                                                                                      w 11 UdeM
                                                                                                                                                               44 chairs earned in 3 years
                                                                                                                      w 8 Poly
                  greatest asset                        w 144 research initiation scholarships                                                                 w 1 Canada Excellence
                                                                                                                      w 8 HEC                                    Research Chair (CERC)
                                                        w 63 graduate scholarships
                  Human capital is the heart and                                                                                                               w 8 Canada Research Chairs (CRC)
                                                        w 59 postdoctoral funding grants
                  soul of everything we do at IVADO.
                                                                                                                                                               w 19 Canada AI Chairs - CIFAR
                  The IVADO team and community,         w 157 scholarships and grants
                  including its professors, students      from all cycles resulting                                                                            w 3 FRQ-IVADO Chairs
                  and researchers, are constantly         from structuring projects
                  pushing the boundaries of                                                                                                                    w 13 industrial and institutional chairs
                  knowledge. Through the support
                  of Canada First, its members and
                  partner companies, IVADO has            They’re part of our community!
                  been able to attract and mobilize
                  a unique constellation of thinkers.               Laura Gagliano                                                                                         Benoît Dupont
                                                                    Poly, co-President of the IVADO Student                       Margarida Carvalho                       UdeM
                                                                    Committee                                                     UdeM                                     Canada Research Chair in Cybersecurity
                                                                    Artificial Neural Networks and Bispectrum                     IVADO Professor                          and Chair in Cybercrime Prevention
                                                                    for Epileptic Seizure Prediction                                                                       (Desjardins / National Bank)

                                                                    Larry Dong
                                                                    McGill University, University of Bordeaux                     Guy Wolf                                 Irina Rish
                                                                    Evaluating the use of generalized dynamic                     UdeM                                     UdeM, Canada Research Chair
                                                                    weighted ordinary least squares                               IVADO Professor                          Autonomous Artificial Intelligence
                                                                    for individualized HIV treatment strategies                                                            + Canada AI Chairs - CIFAR

                                                                    Alexandra Luccioni                                                                                     François Laviolette
                                                                                                                                  Amal Zouaq
                                                                    UdeM                                                                                                   Université Laval, Canada AI Chair - CIFAR
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                                                                                                                                  Poly
                                                                    Using Generative Adversarial Networks                                                                  NSERC-Intact Financial Industrial Research Chair
                                                                                                                                  IVADO Professor
                                                                    to Visualize the Impacts of Climate Change                                                             in Machine Learning for Insurance

                                                                    Enora Georgeault
                                                                                                                                  Jian Tang                                Foutse Khomh
                                                                    HEC
                                                                                                                                  HEC                                      Poly
                                                                    Predictive Models of Canadian Red Cross
IVADO

                                                                                                                                  IVADO Professor                          IVADO-FRQ Chair
                                                                    Donation Allocation in Response to Forest Fires
Excellence, full steam ahead! - Mid-term report 2016-2020
09

                                                        Yoshua Bengio                       Andrea Lodi
                                                        Recognized as one of the            His work in operations research
                                                        world’s leading experts in          has led to many distinctions
                  Talent                                artificial intelligence and         and awards and has contributed
                                                        a pioneer in deep learning.         to the advancement of
                  Scientists                            w Founder and Scientific Director   innovative projects.
                  in the                                  of Mila, the Québec Artificial
                                                                                            w CERC chairholder on data science
                                                          Intelligence Institute
                  spotlight                                                                   for real-time decision-making
                                                        w 2018 ACM Turing Award
                                                                                            w Award for the best article
                  The old saying holds true at IVADO:   w Killam Prize from CRSNG             in Computational Optimization
                  two heads are better than one.                                              and Applications
                  Since machine learning (ML)
                  and operations research (OR)
                                                                                            w Google Faculty Research Award
                  are a dynamic duo in terms
                  of digital intelligence, we have
                  appointed a Scientific Director
                  and Co-Director whose skills
                  and influence in these two areas
                  are second to none.
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IVADO
Excellence, full steam ahead! - Mid-term report 2016-2020
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                                      10
IVADO

                          Knowledge
11

                                   The breakthroughs in digital intelligence research   +66
                                   supported by IVADO can be felt in several critical   prizes
                                   areas, including health, natural resources,          and awards
                  Knowledge
                                   transportation and logistics, finance and trade.
                                   These impacts are making waves in the research                            69
                  Research takes
                                                                                        2 639
                                   ecosystem. Among the highlights is the flagship                           research
                  centre stage     paper “Machine Learning for Combinatorial                                 projects
                                   Optimization: a Methodological Tour d’Horizon”                            valued at $12.4 million,
                                                                                        scientific           with the involvement
                                   published by Yoshua Bengio (UdeM), Andrea Lodi       publications         of more than 140 students
                                   (Poly) and Antoine Prouvost (Poly).                  surpasses the goal   and postdoctoral
                                                                                        set for 2023         researchers
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IVADO
12

                                                           Some examples of :

                                                           Projects funded                                         Collaborations/articles
                                                           The research of Julie Hussin (UdeM) IVADO
                  Knowledge                                                                                        2019 Québec Science Discovery of the Year: IVADO professor
                                                           professor and researcher at the Montreal                Sébastien Lemieux (UdeM) participated in the discovery
                  Advancing                                Heart Institute (MHI), focuses on making
                                                           better use of biomedical data to improve,
                                                                                                                   of new medicines based on the immunotherapy work
                                                                                                                   of Claude Perreault (UdeM) and Pierre Thibault (ULaval).
                  health                                   among other things, preventive and
                  research                                 personalized medicine.                                  Collaboration and support for the creation of the strategic
                                                           CITADEL, the CHUM’s Centre d’intégration                cluster FRQ UNIQUE (Unifying AI and Neuroscience - Québec) for
                  Digital intelligence has found a         et d’analyse de données médicales,                      its work at the crossroads of natural and artificial intelligence.
                  particularly fertile breeding ground     is a platform that facilitates the sharing
                  in the health field. Research by
                                                           of medical data within a healthcare                     Joint competition with Génome Québec and the Oncopole:
                  professors affiliated with IVADO
                                                           institution. Michaël Chassé (UdeM),                     “Omics Data Against Cancer”: $1.5 million to support cancer
                  has enabled the development
                                                           an IVADO professor, is its scientific director.         research through data.
                  of major multidisciplinary initiatives
                  that will improve people’s quality
                  of life. Nine projects ($0.5 million                                                             Contribution to the creation of the Consortium Santé Numérique,
                  in investments) were generated                                                                   which has become one of IVADO’s academic members.
                  through an unsolicited call for
                  projects to fight the COVID-19
                  pandemic.
                                                           Bourses et subventions
                                                                       Dang K. Nguyen                              Nadia Lahrichi                      Professor Guy Wolf's research
                                                                       UdeM                                        Poly
                                                                       Real-time detection and prediction          Reactive/learning/self-adaptive     in applying a machine learning
                                                                       of epileptic seizures using deep learning   metaheuristics for healthcare       to single cell data mining
                                                                       on sparse wavelet representations           resource scheduling
                                                                                                                                                       has been used, among other
                                                                                                                                                       things, to study cross-immunity
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                                                                                                                   An Tang                             between dengue fever and
                                                                       Elen Jackson
                                                                                                                   UdeM
                                                                       UdeM
                                                                                                                   Predictive model of colorectal
                                                                                                                                                       the zika virus.
                                                                       Evaluation of a Directed Acyclic Graph
                                                                                                                   cancer liver metastases response
                                                                       for Cysticercosis using Multiple Methods
                                                                                                                   to chemotherapy
IVADO
13

                                                      Some examples of :
                                                      Projects funded                                           Collaborations / articles
                                                      Under the supervision of François Soumis                  IVADO works in particular with 6 transportation companies
                  Knowledge                           (Poly), Alice Wu (Poly) is working                        to develop an open-source software containing a platform
                                                      on flight planning and crew scheduling,                   for the design, planning and simulation of public and alternative
                  Advancing                           a very complex and costly challenge                       transport networks. The Chair in Transportation Transformation,
                                                      in civil aviation.                                        led by Bernard Gendron (UdeM) and his team, develops tools,
                  research                                                                                      methods and strategies to optimize transportation supply and
                                                      Aurélie Labbe (HEC) and her team
                  in transportation                   are using different methods of data                       demand management to help reduce costs and greenhouse
                                                                                                                gas emissions. IVADO is also working with the CIRRELT
                  and logistics                       analysis to improve urban mobility.
                                                                                                                team to develop hybrid operational research and machine
                                                                                                                learning models in the field of logistics and maritime and land
                  In the transportation and                                                                     transportation (rail and road).
                  logistics sector, which is a very
                  dynamic industrial and academic
                  environment, IVADO is active
                  in networks that drive digital
                  intelligence both locally           Scholarships and grants
                  and internationally.
                                                                Léa Ricard
                                                                UdeM, Co-President
                                                                of the IVADO Student Committee
                                                                Modelling the probability of acceptance
                                                                of a route in a carpooling context

                                                                Élodie Deschaintres
                                                                Poly
                                                                Modelling interactions between modes of
                                                                transport by integrating diverse data sources

                                                                Joelle Cormier
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                                                                HEC, communications Manager
                                                                for the IVADO Student Committee
                                                                Analysis of emergency air transport in remote
                                                                parts of Québec
IVADO
14

                                                       Some examples of :

                                                       Projects funded                             Finance and trade
                                                                                                   Cédric Poutré (UdeM) : Statistical Arbitrage of
                                                       Energy                                      Internationally Interlisted Stocks
                  Knowledge                            Michel Bernier (Poly)
                                                       Development of a methodology
                  Advancing                            for using big data from smart meters        Collaborations / articles
                  research in                          to model a group of buildings.              Energy
                  energy, finance                      Finance and trade
                                                                                                   Michel Denault (HEC)’s work on improving
                                                                                                   decision-making has enabled Rio Tinto
                  and trade                            Both Manuel Morales’ (UdeM) work            reach optimal hydroelectric production.
                                                       on the applicability of AI models in the
                  In these ever-changing sectors,      financial sector and Geneviève Gauthier’s   Finance and trade
                  always in search of new technology   work on using big data to better model      In collaboration with NSERC-CREATE,
                  and which generate massive
                                                       the components of equity returns,           IVADO participated in the creation and funding
                  amounts of data, there are
                  many digital intelligence projects   highlight IVADO’s impact on markets.        of Fin-ML. This Canadian network brings together
                  in the works! Here are just                                                      researchers who work on the application
                  a few examples.
                                                       Scholarships and grants                     of machine learning to quantitative finance
                                                                                                   and business intelligence.
                                                       Energy
                                                       A study by postdoctoral student
                                                       Martim Joyce-Moniz (Poly), on the
                                                       adoption of electric vehicles
                                                       in Québec as a result of the optimal
                                                       placement of charging stations,
                                                       which now allows Hydro-Québec
                                                       to make better investment decisions.
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IVADO
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                                     15
IVADO

                          Transfer
16

                                  IVADO develops and reinforces the ties between
                                  its industrial members and the best academic          19
                                  resources, supported by a team of 13 partnership      project

                                                                                                               273
                                  advisors. By fostering collaborative research         launch grants
                  Transfer        projects and supporting structuring projects          awarded
                                  focused on interdisciplinarity and co-construction,
                  Unity creates   IVADO has emerged as a key player in the rise
                                                                                                               collaborative
                                                                                                               projects
                  opportunities
                                                                                        109
                                  of Montréal and Canada as a digital intelligence                industrial   More than $48
                                  innovation hub.                                                 members      million invested
                                                                                        43 start-ups
                                                                                        39 SMEs
                                                                                        27 major companies
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IVADO
17

                                  Spotlight on some of our innovative projects!

                  Transfer
                  Changing
                  the world
                                  Imagia develops digital medical innovations improving
                  of healthcare   the health of cancer patients and others with high-
                                  burden diseases. With the Terry Fox Research Institute,
                                  Imagia was granted up to $49M from the Strategic
                                  Innovation Fund (SIF). It led to the creation of the DHDP
                                  platform, together with the contributions from 97
                                  consortium partners, is well over a $200M initiative that
                                  aims to accelerate precision medicine and advance
                                  pan-Canadian healthcare innovation.

                                  Nadia Lahrichi (Poly) and Anjali Awasthi (Concordia)        Andrea Lodi (Poly) and Héloïse Cardinal (CHUM)
                                  are working on optimizing the logistics of patient          are working on improving kidney transplant risk assessment
                                  transportation and accommodation and avoiding               and optimizing donor-recipient matching as part of
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                                  discontinuation of treatment in cooperation                 the Canadian Donation and Transplantation Research
                                  with the Québec Breast Cancer Foundation.                   Program (CDTRP).
IVADO
18

                                   Spotlight on some of our innovative projects!

                  Transfer         The DEEL (DEpendable Explainable Learning)
                                   project is a France-Québec project that aims to
                  Changing         certify AI algorithms for use in critical systems in
                                   the aeronautics, automotive and rail industries.
                  the world of
                                   Some key indicators:
                  transportation
                  and logistics    w 20 researchers
                                   w 12 industries
                                   w $35 million

                                   True North Marine and researchers             Marie-Ève Rancourt (HEC),                Emma Frejinger (UdeM), along with
                                   from ULaval, UQTR and HEC Montréal            leads collaborative humanitarian         other scientists from IVADO and DIRO,
                                   are leading a project to optimize             logistics projects with the Red Cross/   proposed a new methodology using
                                   shipping routes around the world to           Red Crescent, the UN World Food          machine learning techniques to assist
                                   balance freight costs and reduce fuel         Programme and Québec food banks.         Canadian National in solving the
                                   consumption. This initiative will improve                                              puzzle of train configurations and
                                   current route planning models and                                                      container loading and optimizing
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                                   reduce the carbon footprint.                                                           its railway operations.
IVADO
19

                               Spotlight on some of our innovative projects!

                                             Start-up horoma AI is working
                  Transfer                   with Hydro-Québec on vegetation
                                             monitoring near its power lines
                  Changing                   by developing an AI platform
                                             that will identify vegetation criteria
                  the world                  using mobile LiDAR data and
                  of energy,                 images.
                  finance
                  and trade

                               Hydro-Québec is working with                The regulatory division of the Montréal   The Tech3Lab team at HEC Montréal
                               Sébastien Le Digabel (Poly) and             Exchange is leading a project to detect   studied user experiences on
                               Charles Audet (Poly) of GERAD on black      fraudulent transactions through           transactional platforms related to the
                               boxe optimization, which is very useful     the design of a new AI algorithm          financial sector as part of a project
                               for improving functions that require        that can detect anything that appears     conducted in collaboration with the
                               computer simulations that are costly to     out of the ordinary, so that analysts     National Bank.
                               evaluate and whose characteristics are      can focus on these alerts. The project
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                               not known or usable.                        is carried out with Manuel Morales
                                                                           (UdeM), Gilles Caporossi (HEC) and
                                                                           Didier Chételat (Poly).
IVADO
20

                                                         Spotlight on some of our innovative projects!
                                                         IVADO has participated in the creation of a community     Airudi uses machine learning
                                                         of practice in NLP bringing together 19 companies and     algorithms to optimize
                  Transfert                              several researchers from 5 universities. The monthly      recruitment processes.
                                                         'meet-ups' of the community allow knowledge transfer
                  Changing                               and present an opportunity for industrial scientists
                  the landscape                          to stay up to date on the state of the art in different
                  of communications                      sub-domains. The community will also allow for the
                                                         development of consortium-type research projects          Irosoft simplifies document
                  Through its support for research on    involving several companies and researchers.              anonymization using applied
                  natural language processing (NLP),     Such a project is currently in the development phase      research in computational
                  a field of AI that is omnipresent in
                                                         under the direction of Professors Alain Tapp (UdeM)       linguistics in collaboration
                  our lives as a result of advances in
                  deep learning, IVADO is helping to     and Will Hamilton (McGill), in collaboration with         with UdeM's RALI laboratory.
                  improve communications between         Leila Kosseim (Concordia) and Philippe Langlais (UdeM).
                  people, organizations and cultures.
                  As search engines, translation
                  tools and other intelligent virtual
                  assistants improve, our interactions
                  become faster and simpler.
Mid-term report
IVADO
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                  Transfer                               Datapreneur program                             IVADO is also involved in continuing
                                                                                                         the problem-solving workshops organized by
                  Stimulating                            w Poly-UdeM
                                                                                                         the Centre de recherches mathématiques (CRM),
                  business                               w 39 start-ups                                  where industry professionals work with researchers
                                                                                                         and students to solve DI issues.
                  intelligence                           w More than 20 company projects per year

                  IVADO is extremely active              The postdoctoral program in entrepreneurship
                  in promoting entrepreneurship          seeks to produce a marketable prototype
                  and encourages connections
                  between the projects it supports
                                                         and has 4 recipients, including:
                  and the members of its network.
                  Entrepreneurial ambitions are          Marc-André Renaud
                  a natural result within its cohorts.   Gray Oncology: A contract with CHUM
                                                         to optimize the use of radiotherapy resources
                                                         for cancer treatment.

                                                         Selçuk Güven
                                                         Using AI to screen and diagnose speech
                                                         and language disorders in children.
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IVADO

                          Community
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                                In less than three years, IVADO has built,
                                                                                                  109
                  Community
                                mobilized and galvanized an impressive network
                                of expertise and businesses that is spreading
                                                                                       7          industrial
                                                                                                  members
                                the influence of digital intelligence from Montréal    academic
                  Unity makes   and Canada around the world.                           members
                  strength
                                With more than 140 academic, institutional,                       8
                  in data       industrial and government partners in its community,
                                the ecosystem’s dedication to leveraging               13         network
                                                                                                  partners     14
                                the potential of digital intelligence for the social   academic                international
                                and economic development of our societies              partners                partners
                                has far surpassed its initial expectations.
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                  The IVADO
                  community
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                                                        Attracting and retaining the world’s        Establishment of an IVADO Student
                                                        best and brightest international students   Committee to respond to students’ needs
                                                        in digital intelligence.                    and strengthen social, professional
                  Community
                                                                                                    and academic ties within the IVADO
                  Act                                   Enrolment evolution from 2016 to 2019       student community.
                                                        w +80 % at UdeM
                  locally
                                                        w +79 % at HEC                              Significant investments in infrastructure
                  The growing international             w +68 % at Poly
                                                                                                    and research facilities, including the creation
                  importance of IVADO’s research,                                                   of a new DI hub in Montréal:
                  and its contribution to the
                  development of Québec’s AI            The rapid increase in the number            w 100,000 sq. ft. in the Mile-Ex neighborhood
                  strategy, is a testament to           of AI labs of international groups          w Brings together Mila, Imagia, Cortaix (Thales), Boralis (RBC),
                  the fact that the Canada First
                  grant is central to Canada’s
                                                        that have moved to Montréal and               Forum IA, Microsoft, Next AI, IVADO Labs and Scale AI
                  transformation into a hub for         research projects with global players
                  innovation in digital intelligence.   is a testament to the recognition
                                                        of IVADO’s position.

                                                        Creation of communities of practice
                                                        for better knowledge sharing
                                                        and business networking:
                                                        w Industrialization of AI
                                                        w Agri-food industry
                                                        w Aerospace
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                  Community                                Development of the International                 +6 research projects
                                                           Observatory on the Societal Impacts              with Atlanstic2020.
                  Think                                    of AI and Digital Technology (OBVIA),
                  globally                                 with the support of:                             Student and faculty exchanges with,
                                                           w 9 universities                                 in particular, the African Institute
                  IVADO has managed to stand                                                                for Mathematical Sciences (AIMS).
                  out from the crowd by measuring          w 125 Canadian and international organizations
                  itself against the best in the                                                            w 8 interns/5 women
                                                           w 200 researchers in Québec
                  world, thanks to its researchers’
                  exceptional work in digital
                                                                                                            w Watch the video!
                  intelligence, and Campus Montréal
                  has become one of the three most
                  successful universities in the world     The Mobilit.AI international forum:
                  in this field. As part of its strategy
                                                           a community of AI experts for critical systems
                  to strategically further its greatest
                  strengths on the world stage,            in the field of transport and mobility.
                  IVADO plans to forge even closer
                  ties between Canadian digital            w IRT Saint Exupéry
                  intelligence players and major
                                                           w Consortium for Research and Innovation in
                  international partners. Here are
                  a few notable international                Aerospace in Quebec (CRIAQ)
                  initiatives in which IVADO               w Artificial and Natural Intelligence Toulouse
                  has participated.
                                                             Institute (ANITI)
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                  Community                                 Talent                                       Institutions                                Expertise
                  Equity,                                   Increasing the participation and voices      Consulting and working together to          Providing incentives to promote the
                                                            of under-represented groups in digital       overcome structural and institutional       contributions of people from minority
                  Diversity                                 intelligence in order to expand the talent   barriers to the inclusion of these groups   groups and developing work on EDI topics
                  and Inclusion                             and idea pool in the ecosystem,
                                                            through initiatives such as the internship
                                                                                                         through education and employment,
                                                                                                         in particular through the creation of
                                                                                                                                                     in DI in order to improve research excellence
                                                                                                                                                     and the quality of DI projects, by deploying
                                                            program to support up-and-coming African     the Québec Interuniversity EDI Network,     initiatives such as an online course on bias
                  The under-representation                  scientists with AIMS, the SEUR Project’s     workshops and materials to raise            and discrimination in AI developed with
                  of women, members of visible
                                                            1000 Sciences section, Camp Découverte       awareness with a cross-disciplinary         Mila, or funding research projects on equity
                  minority groups, Indigenous
                                                            Techno, the Québec Indigenous Sciences       focus for internal and external members     issues.
                  peoples, persons with disabilities
                  and members of other                      Fair, Parité Science and AI4Good             of the IVADO network.
                  marginalized groups, as well              Summer Lab.
                  as systemic barriers to inclusion
                  and diversity (e.g., algorithmic
                  and unconscious biases) are major
                  issues in the DI field. IVADO is taking
                  the lead on these issues in the DI
                  community by developing and
                  implementing an EDI framework
                  that focuses on these three areas.
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                                                                                       Here is an overview of these initiatives.
                                    As the digital transformation of our society       w Montréal Declaration for a Responsible Development
                                                                                         of Artificial Intelligence
                  Community         gains speed, it brings with it both positive
                                    and negative impacts. Alongside the issues         w Establishment of the Algora Lab to develop a deliberative ethics
                  Promoting         of equity, diversity and inclusion,                  of machine learning

                  ethical digital   the ethical issues surrounding the use             w Martin Gibert’s research on raising awareness of current
                                                                                         and future ethical issues related to digital intelligence, including his
                                    of digital intelligence tools are also a central
                  intelligence      focus of debate.
                                                                                         book aimed at a general audience, “Faire la morale aux robots”
                                                                                       w 4 editions of IVADO’s Carrefour de philanthropie de données
                                    IVADO and its community take part in               w Joint sponsorship of a postdoctoral fellowship with OBVIA:
                                    a number of initiatives designed to encourage        “Pouvoir, inégalités et discriminations en IA”
                                    the development, democratization                   w Support for the Montreal Speaker Series in the Ethics of AI
                                    and responsible and sustainable transfer           w Joint support, with the FRQ and OBVIA, for the creation
                                    of digital intelligence.                             of the Humaniteq podcast
                                                                                       w Support for the 2019 Cafés de bioéthique
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                  and follow us on social media!

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