Harnessing Open Source Artificial Intelligence: A Journey Toward Ethical Artificial Intelligence

Keynote presentation for RedHat's Unidos celebration of Hispanic Heritage Month, on Harnessing Open Source Artificial Intelligence: A Journey Toward Ethical Artificial Intelligence. In this presentation, I share my personal and professional journey into Artificial Intelligence and the founding of Accel AI Institute, LatinX in AI Organization, and the Accel Impact Ventures Firm while highlighting the importance of Ethical AI and Open Source development.

Transcript

1. Harnessing Open Source Artificial Intelligence A Journey Toward Ethical Innovation 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI
2. Sept 15 to Oct 15 It’s a celebration of the resilience, creativity, and contributions of Hispanic and Latinx individuals who have shaped various facets of society. Hispanic professionals bring unique perspectives, problem-solving approaches, and cultural insights that enrich the innovation landscape. The Significance of Hispanic Heritage Month 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI
3. Table of Contents Our Mission #01 #02 Timeline #04 Research Publications #03 Members Forum #05 LATAM Venture Partnership #06 Research Workshops #07 Mentorship Program #08 Journal of LatinX in AI Research #09 Supercomputer Network 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI
4. LAURA N MONTOYA Laura is a scientist and engineer turned serial entrepreneur and startup advisor. She leads tech social impact and ethical AI development as the founder and Managing Partner of Accel Impact Organizations, including Accel AI Institute and Latinx in AI (LXAI). Laura has led sessions on social impact, tech diversity, and ethical AI development for Creative Mornings, Katapult Future Fest, Silicon Valley Future Forum, Tech Inclusion Conference, Thrival Summit, Global Hive Summit, and keynoted the “Future of Work” for the Data and Society Conference at UC Berkeley. Laura has given guest lectures and technical workshops at Google, Santa Clara University Law, Stanford University Computational Social Science, and GTC Deep Learning School. Recently she spoke at TEDx Santa Barbara and has been featured in WITtalks and CIIS podcasts, Xconomy, Verizon News, and Forbes Leadership. Laura is a startup mentor with the IBM Hyperprotect Accelerator Program and has completed certification by Venture Capital University, a joint initiative of UC Berkeley Law, Venture Forward, and the National Venture Capital Association. SCIENTIST | ENTREPRENEUR | VC www.lauranmontoya.com | #LXAI Research Scientist Entrepreneur | Angel Investor Public Speaker Startup Mentor / Advisor Emerging Fund Manager www.latinxinai.org | #LXAI
5. “Towards rectification of machine learning bias in healthcare diagnostics: A case study of detecting skin cancer across diverse ethnic groups” www.latinxinai.org | #LXAI Mitigating Bias in Machine Learning Textbook Chapter Contribution By: Laura N Montoya and Jennafer Shae Roberts, Accel AI Institute Carlotta Berry, Editor and Brandeis Marshall, Associate Editor Daneshjou, R., Vodrahalli, K., Liang, W., Novoa, R. A., Jenkins, M., Rotemberg, V., Ko, J., Swetter, S. M., Bailey, E. E., Gevaert, O., Mukherjee, P., Phung, M., Yekrang, K., Fong, B., Sahasrabudhe, R., Zou, J., & Chiou, A. (2021). Disparities in Dermatology AI: Assessments Using Diverse Clinical Images.
6. www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
7. Our organization's goals remains the same: Bridge communities, academics, industry, and politicians working to further AI innovation and resources for LatinX individuals globally. www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
8. MISSION Creating Opportunity for LatinX in AI www.latinxinai.org | #LXAI LatinX in AI is fiscally sponsored by Accel AI Institute, a 501c3 non-profit organization. VOLUNTEER LED INCREASE REPRESENTATION AT GLOBAL CONFERENCES SUPPORT ENGINEERING, RESEARCH, AND STARTUP INITIATIVES FURTHER CAREER DEVELOPMENT NURTURE A CONTINUING RELATIONSHIP WITH ACADEMIA, INDUSTRY, & GOVERNMENTS INFRASTRUCTURE ACCESS MENTORING PLATFORM JOB OPENINGS NETWORK 2024 LatinX in AI (LXAI)
9. TIMELINE 2019 Growth & Workshop Focus 2020 Leadership & Mentorship Programs 2021 2023 Expansion & Evolution of Organization New Forum, Community Engagement, & Startup Focus 2022 Infrastructure & Program Maturation 2018 Launch & Community Awareness 2024 www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
10. Vast Data Accumulation Growth in Computational Power Sophisticated Algorithms The Evolution of Artificial Intelligence From speculative concept to tangible reality. www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
11. Defining Ethical AI Key principles of Ethical AI include: Transparency: AI systems should be understandable to stakeholders and clearly explain how decisions are made. Accountability: There should be mechanisms to hold systems and their creators responsible for outcomes. Fairness: AI should avoid biases and ensure equitable treatment across different demographics. Privacy: Protecting user data and respecting individual privacy rights are paramount. Beneficence: AI should aim to do good, contributing positively to society. www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
12. The Power of Open Source in AI Democratizing Access: By making AI tools and frameworks openly available, we lower the barriers to entry, allowing more people to participate in AI development and innovation. Enhancing Transparency: Open-source code can be reviewed and audited by anyone, increasing trust in AI systems and facilitating the identification and correction of biases. Fostering Collaboration: Open-source projects bring together diverse contributors from around the world, leading to more robust and versatile AI solutions. Accelerating Innovation: Shared knowledge and resources enable faster advancements and the ability to build upon each other’s work. www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
13. Contributors from different backgrounds can bring their unique perspectives to the project, reducing the risk of homogenous thinking. Inclusive Development Diverse communities can scrutinize AI algorithms for ethical considerations, bias, and fairness. Community Oversight Open-source AI can be adapted to meet the needs of various communities, including those in developing countries or underrepresented regions. Adaptability Ethical AI and Open Source Combining Ethical AI principles with open-source practices amplifies the positive impact we can achieve. Open-source AI allows for: www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
14. Why? The Importance of Inclusivity in AI www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
15. Addressing Bias in AI Strategies to advocate for: Building teams with varied backgrounds ensures that multiple perspectives are considered. This diversity should extend beyond technical roles to include ethicists, social scientists, and domain experts. Inclusive Teams Curating data that represents the full spectrum of human diversity is essential. This includes demographic diversity as well as diversity in language, culture, and experiences. Diverse Data Sets Implementing rigorous testing protocols to identify and mitigate biases in AI systems before deployment. Bias Testing and Mitigation Encouraging open communication about the limitations of AI systems and establishing accountability mechanisms for when things go wrong. Transparency and Accountability www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
16. Establish governance models that prioritize inclusivity and equitable decision- making. Implement Inclusive Governance Actively encourage contributions from people of different backgrounds and ensure that project leadership is diverse. Promote Diverse Contributions Provide resources and support to help newcomers, especially from underrepresented communities, contribute effectively. Facilitate Accessibility Utilize community resources to audit AI systems for ethical compliance and bias. Engage in Ethical Auditing Addressing Bias in Open-Source While open source offers many benefits, it is not immune to biases. To address this, we must: www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
17. Case Studies Highlighting the Importance of Ethical AI Real-World Implications Facial Recognition and Racial Bias Predictive Policing Healthcare Algorithms www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
18. Products and services designed by diverse teams are more likely to meet the needs of a broader user base, enhancing usability and accessibility. Inclusive Design A diverse team is more likely to recognize and address biases in data and algorithms. Different perspectives can identify potential issues that a homogenous group might overlook. Mitigating Bias Understanding cultural nuances is essential when deploying AI in global contexts. Diverse teams can provide insights into how AI systems might be perceived or used differently across cultures. Cultural Competence Diverse perspectives foster robust ethical discussions, leading to more comprehensive ethical guidelines and practices. Ethical Vigilance The Role of Diversity in Ethical AI Diversity is not just a social nicety; it is a critical component in addressing the ethical challenges of AI. www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
19. Interdisciplinary Approaches to Ethical AI Addressing the ethical challenges of AI requires collaboration across disciplines: Legal experts can navigate regulatory landscapes and help shape policies that govern AI use. Law and Policy Philosophers can provide insights into moral principles and ethical frameworks. Ethics and Philosophy Sociologists and anthropologists can assess the societal impacts of AI technologies. Social Sciences Technical experts are essential for implementing ethical considerations into AI systems. Engineering and Computer Science Understanding cultural contexts ensures that AI applications are appropriate and respectful in different societies. Cultural Studies www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
20. GDPR and Data Protection: The European Union’s General Data Protection Regulation emphasizes data privacy and has implications for AI systems that process personal data. Algorithmic Accountability Act: Proposed legislation aims to hold companies accountable for biased or harmful AI algorithms. International Standards: Organizations like ISO and IEEE are developing standards for AI ethics and governance. The Role of Regulation and Standards www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
21. The Future of Work and Ethical AI Job Displacement: Automation may lead to job losses in certain sectors. Ethical considerations include supporting affected workers through retraining and education programs. Workplace Surveillance: AI tools used for monitoring employee productivity raise privacy concerns. Fair Labor Practices: Ensuring that AI does not perpetuate unfair labor practices or exploit gig economy workers. Inclusivity: Using AI to enhance accessibility for employees with disabilities, creating more inclusive workplaces. www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
22. We have launched this new platform in order to better facilitate communication and resource sharing between our members! forum.latinxinai.org LXAI Member Directory and Forum 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI
23. www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
24. Open-sourced data data capability Advanced technology products Infrastructure + Data Privacy Laws AI Strategy Governance Government Effectiveness Digital Public Services Information and Communication technologies Government + Public Services Government AI Readiness Ranking Pillars Digital Skills Innovation capability AI Startups Skills + Education 11 input metrics, grouped under four high-level clusters www.latinxinai.org| #LXAI 2024 LatinX in AI (LXAI)
25. Economic Development Problem Solving Capabilities Increased Access to Programs & Services Record Digitization & Data Collection Advancement Potential Robot and Automated Machinery Density Job Loss Increased Surveillance Hyperinflation Risk Considerations LAC Automation Potential & Risks www.latinxinai.org| #LXAI 2024 LatinX in AI (LXAI)
26. Meta-Analysis for LAC Countries Economic Metrics How could this ranking be improved? What economic factors were missed? Where does that leave Latin American countries in the Global AI race? International Monetary Fund (IMF) Unemployment Rate Central Intelligence Agency(CIA) World Factbook Gross Domestic Product per Capita Purchasing Power Parity (GDP-PPP) Stack Overflow 2018 Developer Survey Cost to Hire an AI Researcher UN Education Index Education Level www.latinxinai.org| #LXAI 2024 LatinX in AI (LXAI)
27. 2023 GOVERNMENT AI READINESS RANKING FOR LAC COUNTRIES Five countries in LATAM— Brazil, Chile, Uruguay, Colombia, and Argentina rank highest 39 indicators across 10 dimensions, which make up 3 pillars 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI
28. Each country is only as prepared to take advantage of AI technology as its government and citizens will allow. www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
29. www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
30. LATAM AI INVESTMENT RANKING WIPO, “WIPO Technology Trends 2019 – Artificial Intelligence”, Book - Report, Available Online, https://www.wipo.int/publications/en/details.jsp?id=4386 www.latinxinai.org| #LXAI
31. LATAM VENTURES PARTNERSHIP Invest in the future with our Emerging Markets fund for Latin American entrepreneurs. W W W . A C C E L I M P A C T . V C 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI
32. Increasing Capabilities of AI Systems ENHANCED FEASIBILITY OF AI + DEEP TECH INNOVATION Source: Inter-American Development Bank Biotechnology Infinate Computing Robotics Healthtech Solar Tech GPUs Spacetech Cleantech Mobility www.accelimpact.vc | #LXAI Accel Impact Holdings - Emerging Fund I - LatinX in AI
33. “In 2020 U.S. Latinos generated approximately $2.8 trillion in GDP (13% of U.S. GDP). If U.S. Latinos were a country, it would be the fifth largest GDP in the world, growing faster than the U.S. economy. Still, less than 1% of all VC funding [for tech businesses] in 2021 went to Latinos.” -Dr. Jerry Porras – Professor Emeritus at Stanford University Graduate School of Business and co-founder of the Latino Business Action Network (LBAN) www.accelimpact.vc | #LXAI Accel Impact Holdings - Emerging Fund I - LatinX in AI
34. have incorporated AI-enabled solutions into their services. 1/3 of LATAM companies Half of companies surveyed in LATAM are exploring AI -IBM Global AI Adoption Index www.accelimpact.vc | #LXAI Accel Impact Holdings - Emerging Fund I - LatinX in AI
35. LATIN AMERICA IS THE FASTEST-GROWING REGION FOR VENTURE FUNDING Latin America was the fastest-growing region in the world for venture funding in 2021, according to Crunchbase data for the six largest geographies. Venture and technology growth investors poured an estimated $19.5 billion into the region, per Crunchbase data. www.latinxinai.org | #LXAI LATAM Ventures | Accel Impact Holdings - Emerging Fund I Argentina auth0 MURAL mercado libre Brazil (19 Unicorns) NuBank Nuvemshop loft Neon Chile NotCo betterfly Colombia Habi Rappi Latin American Unicorns Ecuador Kushki Mexico (9 Unicorns) Nowports Kavak Stori Yaydoo Peru CRACK THE CODE Uruguay dLocal
36. US LATINX-LED AI STARTUPS WHO’VE RAISED OVER 100MM www.accelimpact.vc | #LXAI Accel Impact Holdings - Emerging Fund I - LatinX in AI
37. PERCENTAGE OF LAC AI + DEEP TECH STARTUPS BY TECHNOLOGY SECTOR Although biotech and AI make up 72% of LAC's Deep Tech startups, other industries are beginning to emerge in the field. Biotech represents the largest share (61%) of Deep Tech startups in the Latin American and Caribbean (LAC) region. The second most active sector is Artificial Intelligence (AI), accounting for 11% of startups engaged in Deep Tech innovation. Here, we specifically refer to startups that use AI to address complex challenges, such as developing plant- based alternatives to animal products that are both appealing and nutritious. Other emerging sectors include nanotechnology (6% of startups), Cleantech (5%), space tech (4%), advanced mobility (4%), robotics (2%), advanced manufacturing (2%), health tech (2%) advanced materials (1%), medical devices and others (<1%). Biotech Artificial Intelligence N anotechnolog y Cleantech Mobility Spacetech H ealthtec h Robotics Ma nufactur ing M ateria ls Co nnectiv i… M edical D … Bl ockcha in 61% 11% 6% 5% 4% 4% 2% 2% 2% 1% 1% 1% 1% www.accelimpact.vc | #LXAI Accel Impact Holdings - Emerging Fund I - LatinX in AI Source: Surfing Tsunamis analysis
38. Long-term growth potential for LAC Deep Tech ecosystem Expected additional LAC GDP from generative AI and Deep Tech in the next decade Potential additional annual exports of knowledge-based services leveraging AI in 10 years IMPACT OF AI + DEEP TECH ON LATAM www.accelimpact.vc | #LXAI Accel Impact Holdings - Emerging Fund I - LatinX in AI +100x +7% GDP +$100B Sources: WTO, market interviews, Surfing Tsunamis analysis
39. EMERGING MARKET STARTUPS TYPICALLY LACK ACC ESS TO... CAPITAL DATA MENTORS COMPUTATIONAL POWER INFRASTRUCTURE PARTNERSHIPS ...IN ORDER TO SUCCEED IN THE GLOBAL MARKET. Accel Impact Holdings - Emerging Fund I - LatinX in AI www.accelimpact.vc | #LXAI
40. GLOBAL NETWORK Our network includes investors, governments, corporations, universities, non-profits, startups, and technologists around the globe for partnerships, funding, mentorship, market growth, sourcing and recruiting. ROOTED IN SILICON VALLEY
41. LXAI MEMBERS DIRECTORY & FORUM 2024 LatinX in AI (LXAI) Find LatinX professionals and entrepreneurs in artificial intelligence, machine learning, and data science. Use this directory as a resource to find collaborators, mentors, speakers, and candidates to increase your networking, hiring, and investment pipeline. www.latinxinai.org | #LXAI forum.latinxinai.org
42. MENTORSHIP PROGRAM Matching early-career LatinX in AI Professionals with expert mentors. www.latinxinai.org/ mentorship-program Artificial Intelligence Research and Career Mentoring 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI
43. Not everyone has access to experienced mentors for research, engineering, and business solutions! Why do we need an AI mentorship program? 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI
44. L. Montoya and P. Rivas, "Government AI Readiness Meta-Analysis for Latin America And The Caribbean," 2019 IEEE International Symposium on Technology and Society (ISTAS), Medford, MA, USA, 2019, pp. 1-8, doi: 10.1109/ISTAS48451.2019.8937869. "While most Latin American countries rate highly on the education index..." "many LAC governments do not invest enough in technological research and development". 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI
45. BARRIERS FOR LXAI MENTEES Unaware of Options Local Expertise Limitations Encouragement Gaps Language Differences Financial Hurdles Lacking Role-models 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI
46. BENEFITS OF LXAI MENTORING Match for specialization, career level, timezone, and language Research Guidance Accountability Immigration and Application Advising Platform to connect and amplify their work 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI
47. MENTOR MATCHING ALGORITHM Research Mentoring Programs Automated Matching. This project was built for LatinX in AI to faciliate their mentor matching program which pairs willing mentors in industry and academia with aspiring AI engineers (who are of a LatinX background). The system works off of data compiled via an application form and then out put to .xlsx files. The program is used via the CLI and takes in data through a mentors sheet and a mentees sheet before cleaning the data and instantiating all applicants to mentor and mentee objects, and then assigning mentees to mentors. 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI
48. Mentees and Mentors select their specialization and preferences. They are matched for monthly meetings to discuss career aspirations and research feedback. Virtual Mentoring Mentors share their expertise, increase relationships for collaboration and hiring prospects. Mentees incorporate feedback in their work, applications, and presentations. Improving Outcomes Advancement is achieved and amplified at our official workshops and through the LXAI members portal. LXAI Platforms 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
49. "I learned about intro to ML/AI and enjoyed having discussions with my mentor. They were insightful and feel like I can reach out to him about questions I have in the future." Stephanie Tena-Meza Student - Junior Salinas High School, California www.latinxinai.org | #LXAI
50. "The mentor meetings were crucial for planning my next steps towards my PhD project. It was very meaningful." Gabriel Francisco Lemos Graduate Student Universidade Estadual Paulista (UNESP), São Paulo www.latinxinai.org | #LXAI
51. "This mentoring program was a game-changer for my career. In this two month experience, I went from not knowing how to handle research writing to a full paper. Than you very much LatinX and Victor Romero for this wonderful opportunity." Nicolás Araque Professor of Engineering Universidad Metropolitana, UNIMET, Venezuela www.latinxinai.org | #LXAI
52. LATINX IN AI RESEARCH WORKSHOPS For each workshop LatinX in AI partners with companies and individuals to raise money towards the LXAI conference travel and registration grant fund. Grants are awarded to our members, predominantly students from Latin American countries and Hispanic Serving Institutions in the US. Awards can be used towards the cost of travel, accommodation, registration, visa fees, or per diem meals during the co-located conference. This makes the difference of being able to attend or not for students who are traditionally underfunded or coming from developing countries. 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI
53. To date, our organization has awarded over 1,100 conference travel and registration grants to members of our community! Conference Grant Fund 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI
54. LatinX in AI Org Workshop Sponsors (2018 - 2023) 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI
55. Official Publication & Workshop Proceedings www.research.latinxinai.org Searchable by topic, author, conference, etc Publication of peer-reviewed papers and posters Open-sourced Site Open Access Copyright Guidelines Journal of LatinX in AI Research (JLXAIR) 2024 LatinX in AI (LXAI) www.latinxinai.org | #LXAI
56. JOURNAL OF LATINX IN AI RESEARCH (JLXAIR) Our organization is preparing to expand this journal to accept full paper publications on a seasonal or rolling basis throughout the year. Our peer-reviewed and indexed workshop publications as well as the full paper publications will be issued under an Open-acess copyright license to allow for minimal restrictions and open sharing of knowledge between authors. These publications will be indexed and issued official DOIs through our membership in Crossref, an official digital object identifier Registration Agency of the International DOI Foundation. To see the full list of of Crossref member benefits, please visit https://www.crossref.org/membership/benefits/. In order to fulfill this mission, the Journal of LatinX in AI Research is accepting applications for editorial board positions. Applications are being accepted on a rolling basis. This Journal's scope encompasses all areas of Artificial Intelligence including Machine Learning, Deep Learning, Computer Vision, Natural Language, Robotics, Data Science, and more. www.latinxinai.org |#LXAI www.research.latinxinai.org
57. research.latinxinai.org
58. THE JOURNAL OF LATINX IN AI RESEARCH IS ACCEPTING APPLICATIONS FOR EDITORIAL BOARD POSITIONS. Responsibilities of the Editorial Board The Editorial Board should assist in a variety of aspects of running the journal. Their responsibilities may include (but are not limited to): Providing scientific expertise for the journal Administering peer review or serving as a peer reviewer Managing Special Issues of the Journal based on their area of expertise Helping the journal to attract high-quality manuscripts, for example by promoting the journal at relevant conferences Submitting articles Providing feedback and suggesting improvements for the journal including the open-source website code: https://github.com/latinxinai/research Suggesting topics and authors for commissioned reviews and commentaries www.latinxinai.org |#LXAI www.research.latinxinai.org
59. LATINX IN AI SUPERCOMPUTER NETWORK We aim to strengthen the capacities of the LatinX artificial intelligence ecosystem including researchers, academics, students, nascent startups, and NGO and civil societies interested in harnessing the potential of data science and AI for social impact endeavors through access to infrastructure. Additionally, this initiative will provide opportunities for improving skills and proficiency in the state of the art in artificial intelligence, computer vision, natural language, and other related technologies. Program Objective 2024 LatinX in AI (LXAI) www.latinxinai.org/supercomputer | #LXAI
60. DEMAND FOR GPU ACCESS Patents and Scientific Publications related to Artificial Intelligence in the last 30 years 175 % p/y Deep Learning 1. 6M (50 years) 6.5X (2011-18) 50% AI patents (s. 2013) WIPO, “WIPO Technology Trends 2019 – Artificial Intelligence”, Book - Report, Available Online, https://www.wipo.int/publications/en/details.jsp?id=4386 A recent WIPO study shows, most AI R&D is focused on applications www.latinxinai.org/supercomputer| #LXAI
61. NEED FOR LATINX GPU ACCESS Latin American countries have lagged developed nations. LATAM only produces 2.83% of journal and 1.3% of conference papers Stanford HAI, Artificial Intelligence Index Report 2022, Book- Report, Available Online - https://aiindex.stanford.edu/wp-content/uploads/2022/03/2022-AI-Index-Report_Master.pdf 2024 LatinX in AI (LXAI) www.latinxinai.org/supercomputer | #LXAI
62. PROGRAM GOALS Increase LATAM research opportunities in Artificial Intelligence by providing high-performance computing resources to researchers and students in LATAM. Increase representation of LatinX researchers and students in the Artificial Intelligence community, including Professorships, Industrial Research Laboratories, and nascent undergrad and graduate programs. Build capacity for Artificial Intelligence Research in LATAM countries. Remove hardware and financial barriers to producing high-quality research in Artificial Intelligence in LATAM countries. www.latinxinai.org/supercomputer | #LXAI
63. LXAI Supercomputer Program Proposal Nov 2021 Pilot Site Hardware Donation Tec + NVIDIA Feb 2022 Call for Research Proposals for Compute Time at Pilot Jul 2022 Call for University Proposals for Hardware + Cloud Donations October 2022 Launch preliminary Cohort of Supercomputer Network Projects Jan 2023 New Site(s) Hardware + Cloud Donations Continuous cohorts of Supercomputer Network Projects 1 2 3 4 6 7 5 PROGRAM IMPLEMENTATION www.latinxinai.org/supercomputer | #LXAI LatinX in AI Org
64. LatinX in AI Org www.latinxinai.org/supercomputer | #LXAI
65. INITIAL DONATION NVIDIA DGX A100 System Some Specs: 8 A100 GPUs Equivalent to 28 P100 GPUs (independent) 640 GB Memory Cost: 250k USD LatinX in AI Org www.latinxinai.org/supercomputer | #LXAI
66. SUPERCOMPUTER NETWORK CALL FOR PROPOSALS (CFP) Topics of Interest Topics of interest include all aspects of Artificial Intelligence theory and their applications. Selection Criteria Our committee will make the selection decisions based on the creativity and quality of the scientific content, and potential impact on the research community and society at large. LatinX in AI Org https://www.latinxinai.org/supercomputer-cfp www.latinxinai.org/supercomputer | #LXAI
67. WHO SHOULD APPLY? LatinX in AI Org AI Startups Academic & Industry Researchers NGOs (AI for Good) Graduate Students Research Challenge Organizers www.latinxinai.org/supercomputer | #LXAI
68. 8 AI IMPACT RESEARCH PROPOSALS SELECTED Proposal Evaluation: Problem and Motivation Intellectual Merritt Methodology and Approach Expected Results Potential Impact PI(s) Experience LatinX in AI Org www.latinxinai.org/supercomputer | #LXAI
69. Skill Development: Open-source projects provide real-world experience and learning opportunities. Networking: Participation facilitates connections with professionals worldwide. Innovation: Our unique perspectives can lead to innovative solutions to global and local challenges. Economic Opportunities: Contributing to significant open-source projects can open doors to career advancement and entrepreneurial ventures. The Latinx community has much to gain from and contribute to open- source AI! Empowering the Latinx Community in Open-Source AI www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
70. Open- Source AI Language Model for Spanish www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI) Dr. Marta Villegas
71. Cuestión Pública’s ODIN Project A tool that uses open source artificial intelligence to improve the creation of timely content enriched with the context of investigative journalism to improve news outreach in Colombia. www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI) Claudia Baez
72. Leveraging AI + Open Source for Efficient Monitoring to Protect Vulnerable Communities in Latin America www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI) https://www.cries.org/ Andrei Serbin Pont
73. Pilas Engine Open source software for programming video games in Spanish http://www.pilas-engine.com.ar/ www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI) Hugo Ruscitti
74. Red Hat’s Role in Open Source AI Building enterprise-ready solutions with open source www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
75. Create Diverse Teams Establish Ethical Guidelines Invest in Training and Education Collaborate with External Experts Foster an Ethical Culture Strategies for Implementing Ethical AI Community Engagement www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
76. Personal Responsibility and Ethical AI Continuous Learning: Stay informed about AI developments and ethical considerations. Advocacy: Advocate for ethical practices within your organization and industry. Ethical Decision-Making: Incorporate ethical considerations into your daily work, whether in coding, data analysis, or management. Mentorship: Mentor others, especially from underrepresented groups, to foster diversity in AI. www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
77. www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI) Future of Ethical AI (AGI) I envision a future where: AI systems are developed by teams that are as diverse as the populations they serve. Biases in AI are proactively identified and addressed, leading to fairer outcomes. Underrepresented communities have equal access to AI education, resources, and opportunities. Technology is used as a tool to bridge societal gaps, not widen them.
78. Thank you! www.latinxinai.org | #LXAI 2024 LatinX in AI (LXAI)
79. WELCOME TO OUR COMMUNITY! 2024 LatinX in AI (LXAI) JOIN US! W W W . L A T I N X I N A I . O R G TWITTER @_LXAI LINKEDIN /company/latinx-in-ai/ FACEBOOK /latinxinai/ EMAIL info@latinxinai.org FORUM forum.latinxinai.org RESEARCH JOURNAL www.research.latinxinai.org www.latinxinai.org | #LXAI