Vector Institute
Vector Institute
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Hassan Ashtiani - Differentially Private Learning of DistributionsHassan Ashtiani - Differentially Private Learning of Distributions
Hassan Ashtiani - Differentially Private Learning of Distributions
มุมมอง 74หลายเดือนก่อน
Vector Faculty Affiliate Hassan Ashtiani talks about some recent developments in differentially private distribution learning. These include advances in basic problems of hypothesis selection, learning Gaussians, and learning Gaussian Mixture Models. Through these examples Hassan shows some of the shared challenges in designing private estimators, as well as some generic frameworks (such as pri...
Purang Abolmaesumi - Machine Learning Technologies for Accessible Point of Care UltrasoundPurang Abolmaesumi - Machine Learning Technologies for Accessible Point of Care Ultrasound
Purang Abolmaesumi - Machine Learning Technologies for Accessible Point of Care Ultrasound
มุมมอง 25หลายเดือนก่อน
Talk abstract: Point-of-care ultrasound (POCUS) describes the process whereby any healthcare practitioner uses a portable ultrasound device to diagnose conditions at the bedside, whether in an urban hospital, rural clinic, or a remote location. When used appropriately, POCUS can reduce wait times for diagnostic tests, make patient treatment pathways more efficient, streamline transfers to save ...
Nicolas Loizou - Next-GenAdaptive Optimization Algorithms for Large-Scale Machine Learning ModelsNicolas Loizou - Next-GenAdaptive Optimization Algorithms for Large-Scale Machine Learning Models
Nicolas Loizou - Next-GenAdaptive Optimization Algorithms for Large-Scale Machine Learning Models
มุมมอง 38หลายเดือนก่อน
Abstract: Stochastic gradient descent (SGD) is the workhorse for training modern large-scale supervised machine learning models. In this talk, we will discuss recent developments in the convergence analysis of SGD and propose efficient and practical adaptive variants for faster convergence. We will start by presenting a novel adaptive (no tuning needed) learning rate for SGD. We will introduce ...
Agustinus Kristiadi - Uncertainty-Guided Optimization on LLM Search TreeAgustinus Kristiadi - Uncertainty-Guided Optimization on LLM Search Tree
Agustinus Kristiadi - Uncertainty-Guided Optimization on LLM Search Tree
มุมมอง 81หลายเดือนก่อน
Abstract: Beam search is a standard tree search algorithm when it comes to finding sequences of maximum likelihood, for example, in the decoding processes of large language models. However, it is myopic since it does not take the whole path from the root to a leaf into account. Moreover, it is agnostic to prior knowledge available about the process: For example, it does not consider that the ob...
Navigating Careers in AI for Black & Indigenous Students, with Black & Indigenous LeadersNavigating Careers in AI for Black & Indigenous Students, with Black & Indigenous Leaders
Navigating Careers in AI for Black & Indigenous Students, with Black & Indigenous Leaders
มุมมอง 64หลายเดือนก่อน
This engaging and informative webinar aims to inspire and educate Black & Indigenous students about the vast career opportunities in AI and ML. Our panel featured accomplished Black & Indigenous professionals who have carved out successful careers in these fields. They shared their personal journeys, discussed the roles they play in their respective organizations, and offered insights into how ...
Digital Transformation - FastLane 2.0 - Vector Intern TalksDigital Transformation - FastLane 2.0 - Vector Intern Talks
Digital Transformation - FastLane 2.0 - Vector Intern Talks
มุมมอง 42หลายเดือนก่อน
Manoj and Surabie's talk explores how automation platforms can be leveraged to automate manual, repetitive tasks and improve the current workflows of the FastLane program. For the project, custom reports on Salesforce, dashboards on PowerBI and automated workflows on Zapier were built to efficiently track onboarding and event engagement data. The goal of the automation project was to increase e...
VLMs for Medical Report Generation and VQA Using CT Scans - Vector Intern TalksVLMs for Medical Report Generation and VQA Using CT Scans - Vector Intern Talks
VLMs for Medical Report Generation and VQA Using CT Scans - Vector Intern Talks
มุมมอง 129หลายเดือนก่อน
Mohammed’s talk explores vision-language models for medical report generation and visual question answering using CT scans. Specifically, in the talk, Mohammed details his journey of participating in the "MICCAI24 AMOS-MM: Abdominal Multimodal Analysis Challenge," exploring methodological and post-processing techniques to the improve performance and outlining current issues with the tasks. Adva...
CanDoo: Reshaping Legal Research With AI - Vector Intern TalksCanDoo: Reshaping Legal Research With AI - Vector Intern Talks
CanDoo: Reshaping Legal Research With AI - Vector Intern Talks
มุมมอง 36หลายเดือนก่อน
Jack and Sammed's presentation describes Candoo, a legal research tool using AI to help lawyers and researchers find better information, faster. A new feature of CanDoo, Query Composer, is introduced to aid users enhance their database queries. In the past, creating boolean queries could be challenging due to their confusing syntax and rigid nature. But with Query Composer, users now have the p...
Revolutionizing Investment Analysis: The Next-GenAI Summarization Tool - Vector Intern TalksRevolutionizing Investment Analysis: The Next-GenAI Summarization Tool - Vector Intern Talks
Revolutionizing Investment Analysis: The Next-GenAI Summarization Tool - Vector Intern Talks
มุมมอง 65หลายเดือนก่อน
The presentation examines the demanding and time-consuming task of summarizing quarterly reports from investment managers. The strategy implemented includes fine-tuning, prompt engineering, and retrieval-augmented generation (RAG) using agentic RAG and LangChain. Tools such as LlamaParse for text extraction and OpenAI’s LLM GPT-4o for summarization were utilized. The primary objective is to cre...
FL4Health: Driving Adoption of a Federated Learning Platform - Vector Intern TalksFL4Health: Driving Adoption of a Federated Learning Platform - Vector Intern Talks
FL4Health: Driving Adoption of a Federated Learning Platform - Vector Intern Talks
มุมมอง 70หลายเดือนก่อน
Janice's talk explores the challenges and opportunities of implementing federated learning (FL) in healthcare. She delves into FL4Health, an open-source library designed to streamline FL experimentation and deployment in healthcare settings. The presentation highlights strategies for overcoming adoption barriers, including product usability and securing buy-in from senior management. Janice dis...
Reload - Selective Data Forgetting and Replacement - Vector Intern TalksReload - Selective Data Forgetting and Replacement - Vector Intern Talks
Reload - Selective Data Forgetting and Replacement - Vector Intern Talks
มุมมอง 26หลายเดือนก่อน
Machine Unlearning is an important task in machine learning surrounding making a model selectively ‘forget’ part of its training data. In some cases, the data may be unavailable, and conventional methods require access to unlearn. Those that do not, do not perform well. In this talk I introduce Reload, a new method I developed with Dr. Rahul Krishnan which is inspired by memorization in neural ...
Partner Portal Search & Recommendation Enhancements - Vector Intern TalksPartner Portal Search & Recommendation Enhancements - Vector Intern Talks
Partner Portal Search & Recommendation Enhancements - Vector Intern Talks
มุมมอง 49หลายเดือนก่อน
The goal of this project was to deliver more relevant content (and search results) to users across different industries and technical expertise levels on Vector's Partner Portal website. To achieve this, I deployed a Flask API on GCP that received search queries and user details from the portal, and returned tailored content recommendations and more insight search results. The API leveraged a Q...
Vector Use Case Catalog: A RAG Knowledge Base Implementation - Vector Intern TalksVector Use Case Catalog: A RAG Knowledge Base Implementation - Vector Intern Talks
Vector Use Case Catalog: A RAG Knowledge Base Implementation - Vector Intern Talks
มุมมอง 103หลายเดือนก่อน
Eric Edem Dzeha and Nikki Smith's project focuses on the development and implementation of a Retrieval-Augmented Generation (RAG) solution tailored for Vector Institute’s diverse range of AI projects. This system efficiently catalogs and provides easy access to use cases from past projects, ensuring that relevant information can be retrieved on demand. The project involved structuring textual d...
Vector for Canada: The Future of AI LeadershipVector for Canada: The Future of AI Leadership
Vector for Canada: The Future of AI Leadership
มุมมอง 2124 หลายเดือนก่อน
Canada is a global AI leader, boasting a unique combination of talent, investment, and entrepreneurial spirit. Outperforming many of our G7 peers in AI talent, research publications, and venture capital, we've made significant strides. However, we face a crucial choice: Should we push the boundaries, invest more, and integrate AI across our economy to remain at the forefront? Or should we act c...
Vector Faculty Affiliate Talk - April KhadeniVector Faculty Affiliate Talk - April Khadeni
Vector Faculty Affiliate Talk - April Khadeni
มุมมอง 664 หลายเดือนก่อน
April Khademi is a Faculty Affiliate at the Vector Institute and Canada Research Chair in AI for Medical Imaging. She is an Associate Professor of Biomedical Engineering at Toronto Metropolitan University and Principal Investigator of the Image Analysis in Medicine Lab (IAMLAB). Her research, funded by various Canadian institutions, focuses on AI algorithms for medical imaging. She is also an A...

ความคิดเห็น

  • @jeelanshahtlyr6076
    @jeelanshahtlyr6076 หลายเดือนก่อน

    MASHA ALLAH EXCELLENT WORK KEEP UP THE GOOD WORK BROTHER

  • @MShahbazKharal
    @MShahbazKharal หลายเดือนก่อน

    I searched "Prafulla Dhariwal" on TH-cam to find his interviews/talks and I found this gem. GPT4o's amazing voice mode is definitely the realization of Prafulla's slide at th-cam.com/video/Jlb1IQ9ooxw/w-d-xo.html.

  • @Renallyson289
    @Renallyson289 3 หลายเดือนก่อน

    😂

  • @AryaRishi
    @AryaRishi 4 หลายเดือนก่อน

    Hi from India, I am really concerned will AI do the same to us what we did to animals ?

  • @markteague8889
    @markteague8889 4 หลายเดือนก่อน

    Ok, from the get go ... Dr. Hinton's assertion that hardware and software are fundamentally different is an incorrect one. While this may be true in practice; in theory, the difference between hardware and software is only a logical one. What is implemented in software today can be implemented in hardware tomorrow. This boundary between hardware and software is a fluid one with new microarchitecture designs removing complex functions that are deemed unnecessary and implementing new ones.

  • @chinthakuntlabalu9026
    @chinthakuntlabalu9026 4 หลายเดือนก่อน

    Thankyou universe ❤❤❤888

    • @Shuarinamk
      @Shuarinamk 4 หลายเดือนก่อน

  • @masternobin
    @masternobin 5 หลายเดือนก่อน

    Here after open AI launched chat gpt+4o

  • @JustincoShaw
    @JustincoShaw 5 หลายเดือนก่อน

    thank you

  • @bhaskartripathi
    @bhaskartripathi 5 หลายเดือนก่อน

    Very interesting use case. We did a similar thing for Joe Fresh at Loblaws

  • @LPB2016
    @LPB2016 8 หลายเดือนก่อน

    😅

  • @DivineMisterAdVentures
    @DivineMisterAdVentures 8 หลายเดือนก่อน

    The Vector Institute has according to my screen in the U.S., 2.87k subscribers, 97 views, and I'm the first commenter, in 60 days. If you are in Canada, what data do you have?

  • @001HK0
    @001HK0 8 หลายเดือนก่อน

    It's always interesting to see model theory pop up in stat decision theory - as an observer of the former (from afar) it has been interesting to see the work being done on tameness as well.

  • @LPB2016
    @LPB2016 9 หลายเดือนก่อน

    Hi I think your work is so good

    • @LPB2016
      @LPB2016 9 หลายเดือนก่อน

      Your work is so good I wish I could do

  • @johanneskiessling4085
    @johanneskiessling4085 9 หลายเดือนก่อน

    Hello Michael & Caroline. To me this seems to be very important work which you are doing. Best regards from Germany.

  • @LPB2016
    @LPB2016 10 หลายเดือนก่อน

    Hi😊❤

  • @LPB2016
    @LPB2016 10 หลายเดือนก่อน

    Hi ❤

  • @afsheenmaroof6209
    @afsheenmaroof6209 10 หลายเดือนก่อน

    can i get the code detail for prompt engineering please

  • @ivan8960
    @ivan8960 10 หลายเดือนก่อน

    Horrible, contrived idea and drastically increases chances of a bad AI future.

  • @hanankhimish5502
    @hanankhimish5502 10 หลายเดือนก่อน

    Informative presentation.

  • @gcarbo
    @gcarbo 11 หลายเดือนก่อน

    Excellent content, but unfortunately, Dina is so painful to listen to. And it is not her voice timbre or accent.

  • @SamratDe-yq5go
    @SamratDe-yq5go 11 หลายเดือนก่อน

    Hello Vector Institute Owner, I saw your TH-cam channel, you upload very nice videos on your channel. I have watched all the videos and noticed that all your videos are beautiful. But, there are many problems with your channel. Your main problem is that the video views are not coming in and your videos are not reaching the target audience. Because your channel is not SEO! If you don't fix this problem, your video will not get video views organically. Because TH-cam's algorithm works on keywords, but your channel has no keywords! This problem can only be solved by SEO. If your channel SEO is done then your videos will rank on TH-cam and help your videos reach the right people. This will increase your video views. Remember, SEO is not just one job, it is organized into many activities. If you want to do SEO I can help you. I am a TH-cam SEO expert, I can solve your problem. Thank you Have a nice day

  • @Manuel-nk1bm
    @Manuel-nk1bm ปีที่แล้ว

    😒 *Promo SM*

  • @nast697
    @nast697 ปีที่แล้ว

    Nice talk, Shohreh.

  • @macknightxu2199
    @macknightxu2199 ปีที่แล้ว

    hi how to choose from HE,DP,SMPC for Federated learning for privacy protection? Any standards to follow?

  • @a.c.e7407
    @a.c.e7407 ปีที่แล้ว

    Great conference, just wish the audio was better.

  • @xaviermachiavelli5236
    @xaviermachiavelli5236 ปีที่แล้ว

    2

  • @azalkhan1045
    @azalkhan1045 ปีที่แล้ว

    Thanks, great work.

  • @Rahul-xo8di
    @Rahul-xo8di ปีที่แล้ว

    Hi I am starting my freshman year. So can u guide me about, how should I approach to have a high paying career in AI. PS :- I do know anything even about coding. Just about to start

  • @famcivilengineer34
    @famcivilengineer34 ปีที่แล้ว

    Truly remarkable Innovation

  • @periklisspanos7185
    @periklisspanos7185 ปีที่แล้ว

    With those things can we win the mega millions or not If is not why we needed them hypotheses are bad guesses

  • @MichaelM28
    @MichaelM28 ปีที่แล้ว

    He's a man and always will be

  • @moreisdifferent
    @moreisdifferent ปีที่แล้ว

    I think this series of videos don't get the attention they deserve, and understandably so. I wish Vector had multiple TH-cam channels for the different kinds of contents, such as project presentations, socials, keynote-style talks, career advice (like this video) etc. What I'm seeing is infrequent publication of several videos at once with unpredictable focus areas, which deters viewers. The thumbnail isn't very descriptive either. I highly appreciate all the content Vector publishes, but I think it can be published with better planning.

  • @souvikmajumdar3183
    @souvikmajumdar3183 ปีที่แล้ว

    Excellent helpful for my research area... It will be more fruitful we can get the code details a little bit...

  • @AzinAsgarian-kf4cn
    @AzinAsgarian-kf4cn ปีที่แล้ว

    Great summary and work, thanks Saeed!

  • @Mahm00d27
    @Mahm00d27 ปีที่แล้ว

    Well done @Taiwo

  • @sundayamos9174
    @sundayamos9174 ปีที่แล้ว

    Very good presentation

  • @marekdudek1714
    @marekdudek1714 ปีที่แล้ว

    @10:00 sound like "cortical columns" or "1000 brains theory" (by Numenta) .. now we are getting somewhere :)

  • @rb8049
    @rb8049 ปีที่แล้ว

    Wow! Hinton described Trumps tweets just as I understood how they work. My understanding of language is synchronization of brains. There is very little information in spoken or written communication. What is happening is the brains are synchronized in context and understanding. Only a few people seem to understand in even a partial sense what the brain does. Glad he is leading us there in understanding.

  • @joshuasansom_software
    @joshuasansom_software ปีที่แล้ว

    Thanks for the summary. Helped me understand things little better.

  • @SubhamKumar-eg1pw
    @SubhamKumar-eg1pw ปีที่แล้ว

    The github link doesn't exists

    • @vectorinstituteai
      @vectorinstituteai ปีที่แล้ว

      Links from the video: github.com/google-research/prompt-tuning github.com/orgs/VectorInstitute/repositories Thank you.

  • @xue8364
    @xue8364 ปีที่แล้ว

    Was this the fall event?

    • @vectorinstituteai
      @vectorinstituteai ปีที่แล้ว

      The date of this event where September 22. Thank you.

  • @tessuz
    @tessuz ปีที่แล้ว

    Thanks man

  • @selinyucelbak
    @selinyucelbak ปีที่แล้ว

    thank you so much for this, I have learned a lot from this lecture

  • @ryanharvey485
    @ryanharvey485 ปีที่แล้ว

    ρгό𝔪σŞm 😎

  • @richardj.haldane3936
    @richardj.haldane3936 2 ปีที่แล้ว

    Always a step in tomorrow....Vevtor

  • @carlacrafford180
    @carlacrafford180 2 ปีที่แล้ว

    FASCINATING!!! At present I am working with the opposite - all analogue, all to do with interpretations of perspective (as seen) and mirrors (some warped on purpose). I would love to make contact if possible. Exhibition coming up...

  • @ranrana3
    @ranrana3 2 ปีที่แล้ว

    Could you share the reference for this talk?

  • @alphatech_ai
    @alphatech_ai 2 ปีที่แล้ว

    Well done, Ade Adeoye

  • @Bokaseca
    @Bokaseca 2 ปีที่แล้ว

    Thanks, now I understand

  • @perryknight9002
    @perryknight9002 2 ปีที่แล้ว

    🌷 𝓹𝓻𝓸𝓶𝓸𝓼𝓶