Quantitative Analysis of Machine Learning Model Performance and the need to consider explainability in it

Virtual: https://events.vtools.ieee.org/m/442073

[]Free Registration (with a Zoom account; you can get one for free if you don't already have it):<a href="https://sjsu.zoom.us/meeting/register/tZcsc-CoqjwpG9aPDHfg6Axqvn90i4uQRmqrSynopsis:For" target="_blank" title="https://sjsu.zoom.us/meeting/register/tZcsc-CoqjwpG9aPDHfg6Axqvn90i4uQRmqrSynopsis:For">https://sjsu.zoom.us/meeting/register/tZcsc-CoqjwpG9aPDHfg6Axqvn90i4uQRmqrSynopsis:For a long time, the AI/ML community relied on traditional evaluation metrics such as the confusion matrix, accuracy, precision, and recall for assessing the performance of machine learning models. However, the rapidly evolving field has been raising several ethical concerns, which calls for a more comprehensive evaluation scheme. In easy-to-understand language, this talk will delve into the quantitative analysis of model performance, emphasizing the critical importance of explainability. As ML models become increasingly complex and pervasive, understanding their decision-making processes is paramount. We'll explore various performance metrics, their limitations, and the growing need for transparency. Topics covered include Cohen’s Kappa Statistic, Matthew's correlation coefficient (MCC), Confusion Matrix, Precision, Recall, G-measure, ROC Curve, Youden's J statistic, Type II Adversarial attack, R-squared, LIME, SHAP, and <a href="http://more.Speaker(s):" target="_blank" title="more.Speaker(s):">more.Speaker(s): Dr. Vishnu S. PendyalaVirtual: https://events.vtools.ieee.org/m/442073

Thompson – Okanagan IEEE Section Executive Committee and Student Branch First Meeting of 2025

Room: 101, Bldg: HS, 1000 K.L.O. Rd, Okanagan College , Kelowna, British Columbia, Canada, Virtual: https://events.vtools.ieee.org/m/455866

We warmly invite you to join us for our first meeting of 2025! This is a wonderful opportunity to get to know who we are and what we do. During the event, we’ll share highlights from our past activities and give you a sneak peek at the exciting events we’re planning for the near future. We’d also love to hear your thoughts and ideas—your input matters to us!Co-sponsored by: R7002701 - Okanagan SectionRoom: 101, Bldg: HS, 1000 K.L.O. Rd, Okanagan College , Kelowna, British Columbia, Canada, Virtual: https://events.vtools.ieee.org/m/455866

Thompson-Okanagan Section Executive Committee and Student Branch OPEN First Meeting of 2025

Room: 101, Bldg: HS, 1000 KLO Rd, Kelowna, British Columbia, Canada, V1Y 4X8, Virtual: https://events.vtools.ieee.org/m/455922

Time & Date: 3 p.m. - 7 p.m., Thursday, January 2nd, 2025Location: HS 101 and online in Zoom at Okanagan College (in-person and online)We warmly invite you to join us for our first meeting in 2025!This is an excellent opportunity to learn who we are and what we do. During the event, we'll share highlights from our past activities and give you a sneak peek at the exciting events we're planning for the near future. We'd also love to hear your thoughts and ideas. Your input matters to us!Co-sponsored by: Okanagan College Student BranchRoom: 101, Bldg: HS, 1000 KLO Rd, Kelowna, British Columbia, Canada, V1Y 4X8, Virtual: https://events.vtools.ieee.org/m/455922

Careers in Tech Special Event 2025 – Michael Viron – Startup 101: Lessons Learned 8 Jan 2025 6PM CST / 7 PM EST

Virtual: https://events.vtools.ieee.org/m/456302

In the dynamic landscape of startups, leveraging technology effectively can be a game-changer. This session delves into essential lessons learned in Information Technology (IT) that are crucial for the success and sustainability of startups. Whether you're launching a tech-driven product or service, managing data, or optimizing operations, understanding these insights can steer your startup towards growth and <a href="http://resilience.Co-sponsored" target="_blank" title="resilience.Co-sponsored">resilience.Co-sponsored by: Baton Rouge User Groups (BRUG)Speaker(s): Michael VironVirtual: https://events.vtools.ieee.org/m/456302

January 2025 Vancouver Section ExCom Meeting

Virtual: https://events.vtools.ieee.org/m/456168

Monthly ExCom meeting - <a href="http://Online.Agenda:" target="_blank" title="Online.Agenda:">Online.Agenda: 7:00 PM - Online ExCom MeetingVirtual: https://events.vtools.ieee.org/m/456168

New Year’s Bowling Mixer

4611 14 St NW, Calgary, Alberta, Canada, T2K1J7

​​​​​​Kick off the New Year with an exclusive joint collaboration between the IEEE Southern Alberta Section Young Professionals and SPE (Society of Petroleum Engineers) Calgary Young <a href="http://Professionals.This" target="_blank" title="Professionals.This">Professionals.This is a private event hosted at the Calgary Winter Club (CWC), where you will enjoy an evening of 10-pin bowling in a state-of-the-art bowling facility while networking with fellow engineers and enjoy dinner. Tickets are limited, so grab yours before this event sells out! Bowling lanes, shoe rentals, food and non-alcoholic drinks are <a href="http://included.If" target="_blank" title="included.If">included.If you have any questions, please contact Andrei at (http://[email protected]/)***" target="_blank" title="outlook.com](http://[email protected]/)***">outlook.com](http://[email protected]/)*** EXTENDED REGISTRATION *** Registration Closes on Friday, January 10th at 4:00pm <a href="http://MST.Please" target="_blank" title="MST.Please">MST.Please Note: Food will be served at this event. Please be sure to include your dietary restrictions during the online registration process. We cannot guarantee we will be able to accommodate your request, but we will do our best to <a href="http://accommodate.Co-sponsored" target="_blank" title="accommodate.Co-sponsored">accommodate.Co-sponsored by: Society of Petroleum Engineers Calgary Young ProfessionalsAgenda: Check-In: 3:30-3:45 PMBowling, Networking & Food: 4:00-7:00 PMCheck in at the CWC Lobby. If you are arriving late, please notify the event <a href="http://host.4611" target="_blank" title="host.4611">host.4611 14 St NW, Calgary, Alberta, Canada, T2K1J7

Dr Martin Luther King Day of Volunteering IEEE MOVE Theresa Brunasso/Careers in Technology CS SIGHT COPE WIE SA ComSoc Future Networks

Virtual: https://events.vtools.ieee.org/m/455265

A Special Event by Computer Society "Careers in Technology"20 January 2025 8pm Eastern TimeDr Martin Luther King Jr Day of VolunteeringIEEE MOVE featuring Theresa BrunassoWith Computer Society, AP-S, Standards, SIGHT, WIE, COPE, Communications Society, Future NetworksLearn about MOVE Volunteers and opportunities in the organization founded by IEEE President Elect: Mary Ellen <a href="http://Randall.The">Randall.When" target="_blank" title="Board.When not deployed for disaster relief efforts, vehicles visit schools, fairs, and other venues to educate the public, for STEM, for community engagement, to showcase leading technologies, and raise awareness about the positive impact these technologies have on society -- Advancing Technology for <a href="http://Humanity.Virtual:">Humanity.[]Virtual: https://events.vtools.ieee.org/m/455265

Modeling data and high power over free-space optic channels

Virtual: https://events.vtools.ieee.org/m/455916

Modeling data and high power over free-space optic channelsAbstract: Transmitting modulated data using different schemes along with high power light over free-space optic (FSO) channel under different weather conditions and scintillation strengths will be discussed. Multi-junction Photonic Power Converter (PPC) is used to detect the transmitted high power. Simulation results exploiting the newly added Universal FSO Channel component to OptiSystem software will be presented. New temporal scintillation models including Negative Exponential, Malag and K-model will be discussed. In addition, spatial scintillation model and its effect on the transmitted data and high power will be <a href="http://addressed.------------------------------------------------------------------------Modélisation" target="_blank" title="addressed.------------------------------------------------------------------------Modélisation">addressed.------------------------------------------------------------------------Modélisation de données et haute puissance sur les canaux optiques en espace libreRésumé : La transmission de données modulées à l'aide de différents schémas ainsi que d'une lumière haute puissance sur un canal optique en espace libre (FSO) dans différentes conditions météorologiques et intensités de scintillation sera discutée. Le convertisseur de puissance photonique multi-jonction (PPC) est utilisé pour détecter la puissance élevée transmise. Les résultats de simulation exploitant le composant Universal FSO Channel nouvellement ajouté au logiciel OptiSystem seront présentés. De nouveaux modèles de scintillation temporelle, notamment le modèle exponentiel négatif, Malag et K, seront discutés. De plus, le modèle de scintillation spatiale et ses effets sur les données transmises et la puissance élevée seront abordés.[]Ahmad Atieh, OptiwaveAbout / A proposThe High Throughput and Secure Networks (HTSN) Challenge program is hosting regular virtual seminar series to promote scientific information sharing, discussions, and interactions between <a href="http://researchers.https://nrc.canada.ca/en/research-development/research-collaboration/programs/high-throughput-secure-networks-challenge-programLe" target="_blank" title="researchers.https://nrc.canada.ca/en/research-development/research-collaboration/programs/high-throughput-secure-networks-challenge-programLe">researchers.https://nrc.canada.ca/en/research-development/research-collaboration/programs/high-throughput-secure-networks-challenge-programLe programme Réseaux Sécurisés à Haut Débit (RSHD) organise régulièrement des séries de séminaires virtuels pour promouvoir le partage d’informations scientifiques, les discussions et les interactions entre <a href="http://chercheurs.https://nrc.canada.ca/fr/recherche-developpement/recherche-collaboration/programmes/programme-defi-reseaux-securises-haut-debitCo-sponsored" target="_blank" title="chercheurs.https://nrc.canada.ca/fr/recherche-developpement/recherche-collaboration/programmes/programme-defi-reseaux-securises-haut-debitCo-sponsored">chercheurs.https://nrc.canada.ca/fr/recherche-developpement/recherche-collaboration/programmes/programme-defi-reseaux-securises-haut-debitCo-sponsored by: National Research Council, Canada. <a href="http://Optonique.Speaker(s):" target="_blank" title="Optonique.Speaker(s):">Optonique.Speaker(s): Ahmad Atieh, Virtual: https://events.vtools.ieee.org/m/455916

Careers in Technology Spring Series 2025 – Yuhong Liu, PhD – 21 January 8pm EST / 7 pm CST

Virtual: https://events.vtools.ieee.org/m/456307

Dr Yuhong Liu, 2025 IEEE Chair of Computer Society Geographic Activities Committee, will lead the Spring Sessions of “Careers in Technology” with a discussion of her career preparation and a deep dive into her own keen interests and vast experience in research including trustworthy computing and cyber security of emerging applications, such as Internet-of-things, blockchain, and online social media. She has published over 90 papers in prestigious journals and peer-reviewed conferences. Her papers have been selected as the best paper at the IEEE International Conference on Social Computing 2010.Speaker(s): Yuhong Liu, PhDVirtual: https://events.vtools.ieee.org/m/456307

EDIA for Research: Empowering Communities

1000 K.L.O., Kelowna, British Columbia, Canada, Virtual: https://events.vtools.ieee.org/m/451137

Research workshopCo-sponsored by: R7002701 - Okanagan SubsectionSpeaker(s): , , 1000 K.L.O., Kelowna, British Columbia, Canada, Virtual: https://events.vtools.ieee.org/m/451137

16th Annual Wine and Cheese

240 McLeod St, Ottawa, Ontario, Canada, K2P 2R1

The 16th Annual Celebration of Women in Engineering Wine & Cheese is a night designed to spark valuable discussions in a low-pressure environment for individuals who are seeking to expand their network. Wine & Cheese offers a gateway to connect to people from industry and academia, including students, in the engineering and science fields. You are invited to meet others over refreshments and create lasting connections for years to come!Our team is focused on connecting passionate and motivated individuals with the opportunities that will help them make an impact. We believe that getting creative and intellectual people to the places that they can excel is essential in building a sustainable and innovative <a href="http://future.The" target="_blank" title="future.The">future.The event is a cocktail style event, with light appetizers and drinks (including non-alcoholic beverages). Business casual or business formal dress <a href="http://code.------------------------------------------------------------------------------------------------------------------------------------------------La" target="_blank" title="code.------------------------------------------------------------------------------------------------------------------------------------------------La">code.------------------------------------------------------------------------------------------------------------------------------------------------La 16e édition annuelle de la célébration Women in Engineering Wine & Cheese offre une occasion unique à l'industrie de se connecter avec des étudiants en ingénierie et en sciences cherchant à élargir leur réseau et à engager des discussions enrichissantes dans un cadre détendu. Universitaires, professionnels de l'industrie et étudiants sont invités à se rencontrer autour de rafraîchissements pour établir des liens durables pour les années à <a href="http://venir.Notre" target="_blank" title="venir.Notre">venir.Notre équipe se consacre à connecter des individus passionnés et motivés avec les opportunités qui leur permettront d'avoir un impact. Nous croyons que permettre à des personnes créatives et intellectuelles de s’épanouir dans des environnements propices est essentiel pour construire un avenir durable et <a href="http://innovant.L'événement" target="_blank" title="innovant.L'événement">innovant.L'événement est un événement de style cocktail, avec des canapés légères et des boissons (y compris des boissons non alcooliques). Tenue décontractée <a href="http://professionnelle.240">professionnelle.[]240 McLeod St, Ottawa, Ontario, Canada, K2P 2R1

Careers in Technology Spring Series 2025 – Baek-Young Choi, PhD – 28 January 8pm EST / 7 pm CST

Virtual: https://events.vtools.ieee.org/m/456310

Dr. Baek-Young Choi is an internationally leading scholar in the Internet of Things, 5G and beyond, cloud computing, and cybersecurity. Dr. Choi's innovative research has led to numerous Best Paper, Best Poster, and Best Video awards, as well as recognition as conferences’ keynote speaker, Distinguished Lecturer, and Associate Editor-in-Chief of the flagship magazine of the IEEE Society. She has served in many international leadership roles in her technical society, including Chair of IEEE Women in Communications Engineering, Chair of Sister societies, and a technical oversight committee of flagship conferences in IEEE, general chair, and technical program committee chair for multiple international conferences and <a href="http://workshops.Speaker(s):" target="_blank" title="workshops.Speaker(s):">workshops.Speaker(s): Baek-Young Choi, PhDVirtual: https://events.vtools.ieee.org/m/456310