Excellence, full steam ahead! - Mid-term report 2016-2020
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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
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 Mid-term report 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
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 Mid-term report ($19 million) awarded IVADO
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. Mid-term report IVADO
07 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 Mid-term report in 4 years. DEEP LEARNING MOOC IVADO
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 Mid-term report 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
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. Mid-term report IVADO
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 Mid-term report 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 Mid-term report 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 Mid-term report 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. Mid-term report IVADO
Mid-term report 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 Mid-term report 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 Mid-term report 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 Mid-term report 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 Mid-term report 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
21 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. Mid-term report IVADO
Mid-term report 22 IVADO Community
23 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. Mid-term report IVADO
24 The IVADO community Mid-term report IVADO
25 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 Mid-term report IVADO
26 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) Mid-term report IVADO
27 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. Mid-term report IVADO
28 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 Mid-term report IVADO
29 To learn more about IVADO, visit our website, sign up for our newsletter, and follow us on social media! ivado.ca Mid-term report IVADO
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