Recent & Upcoming Talks

2023

Scaling Laws for Autonomous Driving Models
The evaluation of the scaling laws applied to Autonomous Driving models, specifically in Behavior and Perception.
Dec 14, 2023 2:15 PM 2023 ML4AD Symposium
Aleksandr Petiushko Александр Петюшко
Slides Video
Scaling Laws for Autonomous Driving Models
AI in Education – Revolution and Future
A panel discussion about the challenges of education in the AI era.
Oct 14, 2023 9:00 AM 2023 IDEAS AI Conference
Aleksandr Petiushko Александр Петюшко
Video Intro
AI in Education – Revolution and Future
Autonomous Driving: From Basics to Behavior Challenges
Overview of the Autonomy Stack and the problems of its Behavior side.
Jul 13, 2023 12:00 AM HSE Industrial Webinars
Aleksandr Petiushko Александр Петюшко
Slides Video
Autonomous Driving: From Basics to Behavior Challenges
Behavior Modeling and Learned Motion Selection for Safe Driving
The story of Nuro’s state-of-the-art research direction in motion prediction (Diffusion) and selection (Reinforcement Learning).
Jun 19, 2023 2:00 PM 2023 CVPR SSAD Workshop
Aleksandr Petiushko Александр Петюшко
Slides Video
Behavior Modeling and Learned Motion Selection for Safe Driving
Artificial Intelligence for Autonomous Driving
A panel discussion about the challenges and possible ways to solve it inside Autonomous Driving area.
Jun 6, 2023 11:00 AM 2023 IEEE CAI AI for AD Panel
Aleksandr Petiushko Александр Петюшко
Artificial Intelligence for Autonomous Driving
Self-driving: Introduction, Challenges and Open Questions
Overview of the Autonomy Stack, problems of its Behavior side, and possible ways to solve it.
May 25, 2023 12:00 AM Deep Learning School
Aleksandr Petiushko Александр Петюшко
Slides Video Stream In Russian
Self-driving: Introduction, Challenges and Open Questions
Autonomy: Introduction of ML for High School
Overview of the Autonomy Stack, related problems, and possible new jobs.
Apr 28, 2023 12:00 AM Mountain View High School
Aleksandr Petiushko Александр Петюшко
Slides
Autonomy: Introduction of ML for High School
Autonomy: Open Questions
Open unsolved questions to the Autonomy Stack, its Safety, and Evaluation.
Mar 26, 2023 12:00 AM 2023 Spring Berkeley Retreat
Aleksandr Petiushko Александр Петюшко
Slides
Autonomy: Open Questions
Certified Robustness: Fundamentals and Challenges
Overview of classical and State-of-the-Art approaches to certify ML models’ robustness.
Jan 24, 2023 6:00 PM NTR LABS Webinars
Aleksandr Petiushko Александр Петюшко
Slides Video
Certified Robustness: Fundamentals and Challenges

2022

Mathematics and Theory in Deep Learning with Aleksandr Petiushko
Fireside chat about the importance of Math and Theory for ML/DL roles.
Nov 9, 2022 12:00 AM DLS Podcasts
Aleksandr Petiushko Александр Петюшко
YT Podcast Google Podcasts Apple Podcasts Spotify Spotify for Podcasters Yandex Music In Russian
Mathematics and Theory in Deep Learning with Aleksandr Petiushko
Autonomy Challenges
A holistic approach to understand the challenges that Autonomy faces.
Oct 11, 2022 6:00 PM Berkeley DeepDrive Lecture
Aleksandr Petiushko Александр Петюшко
Slides Video
Autonomy Challenges
Interviews in AI
Overview of the Interview sessions and needed competencies and skills in the AI Industry.
Feb 11, 2022 9:30 AM HSE International Centre Webinars
Aleksandr Petiushko Александр Петюшко
Slides In Russian
Interviews in AI
Industry in AI
Overview of the Industrial Labor Market in the AI field.
Feb 11, 2022 9:00 AM HSE International Centre Webinars
Aleksandr Petiushko Александр Петюшко
Slides In Russian
Industry in AI
Trends in AI: Multi-modality, Multi-tasking, Effectiveness
Overview of the trends in Generative AI.
Jan 27, 2022 12:00 AM Read//Able Contest
Aleksandr Petiushko Александр Петюшко
Slides
Trends in AI: Multi-modality, Multi-tasking, Effectiveness

2021

Effective Multi-modal Multi-task models
Overview of the trends in Generative AI.
Nov 24, 2021 12:00 AM ML and AIT Workshop, Sirius
Aleksandr Petiushko Александр Петюшко
Slides
Effective Multi-modal Multi-task models
Lightening of models by design
How to lighten NN-based NLP models by design?
Oct 30, 2021 12:00 AM ODS Halloween 2021
Elena Tutubalina, Aleksandr Petiushko Александр Петюшко
Slides
Lightening of models by design
Certified Robustness, High Dimensions and Computer Vision
Challenges of Certified Robustness in Computer Vision connected with high dimensionality.
Oct 29, 2021 12:00 AM SAMPLE
Aleksandr Petiushko Александр Петюшко
Slides
Certified Robustness, High Dimensions and Computer Vision
Interviews in Deep Learning research with Aleksandr Petiushko
Fireside chat about ML/DL interviews.
Sep 3, 2021 12:00 AM DLS Podcasts
Aleksandr Petiushko Александр Петюшко
YT Podcast Google Podcasts Apple Podcasts Spotify Spotify for Podcasters Yandex Music In Russian
Interviews in Deep Learning research with Aleksandr Petiushko
Neural Tangent Kernel: Introduction
The overview of the Neural Tangent Kernel.
Aug 3, 2021 12:00 AM Summer school on Optimization, Sirius
Aleksandr Petiushko Александр Петюшко
Slides
Neural Tangent Kernel: Introduction
Overview of Self-Driving Vehicle Stack of Technologies
The overview of the Self-Driving Stack.
Jul 23, 2021 12:00 AM Summer school on Optimization, Sirius
Aleksandr Petiushko Александр Петюшко, Komkov Stepan
Slides
Overview of Self-Driving Vehicle Stack of Technologies
Certified Robustness in High Dimensions
The overview of certified robustness problems in high dimensions.
Apr 29, 2021 12:00 AM SkolTech
Aleksandr Petiushko Александр Петюшко
Slides
Certified Robustness in High Dimensions
CNN Adversarial Robustness in the Real World
A holistic overview of Adversarial Robustness, including digital and real world, mostly for the face detection and identification.
Apr 15, 2021 12:00 AM Lobachevsky University
Aleksandr Petiushko Александр Петюшко
Slides Talk Interview In Russian
CNN Adversarial Robustness in the Real World
CNN Robustness research: Application to face detectors and face ID systems
A short overview of Adversarial Robustness, in both digital and real world, explicitly for the face detection and identification.
Feb 4, 2021 12:00 AM OpentTalks.AI 2021
Aleksandr Petiushko Александр Петюшко
Slides Slides (In Russian)
CNN Robustness research: Application to face detectors and face ID systems

2020

CNN Robustness research. Application to face detectors and face ID systems
A short overview of Adversarial Robustness concentrated around the theoretic aspects.
Dec 1, 2020 12:00 AM Huawei Workshop on DL Theory
Aleksandr Petiushko Александр Петюшко
Anomaly detection for AI
An approach to tacke multiple problems for robustness, uncertainty, out-of-distribution, interpretability, and anomalies.
Nov 1, 2020 12:00 AM Huawei VI Summit and ML Workshop
Aleksandr Petiushko Александр Петюшко
Adversarial and Certified Robustness
Analysis of both empirical and theoretical approaches to study Adversarial Robustness (Adversarial Attacks, Certified Robustness)
Sep 20, 2020 12:00 AM ODS DataFest 2020
Aleksandr Petiushko Александр Петюшко
Slides
Adversarial and Certified Robustness
Application of Adversarial Machine Learning to Analyze the NN Robustness in the Real World
Effect of Adversarial ML on Real-World Robustness for Computer Vision (face detection and identification).
Jun 26, 2020 12:00 AM Spice IT Meetup
Aleksandr Petiushko Александр Петюшко
Slides Video In Russian
Application of Adversarial Machine Learning to Analyze the NN Robustness in the Real World
Adversarial Machine Learning in Real World
Analysis of Adversarial ML for Real-World Applications.
May 29, 2020 12:00 AM SPbSU Chebyshev Seminars
Aleksandr Petiushko Александр Петюшко
Slides Video In Russian
Adversarial Machine Learning in Real World
Certified Robustness for modern NN
The overview of certified robustness problems.
May 24, 2020 12:00 AM HSE/SkolTech, Statistical Learning Olympiad
Aleksandr Petiushko Александр Петюшко
Slides
Certified Robustness for modern NN

2019

Adversarial Machine Learning
Light introduction for students about the research problem of Adversarial ML.
Oct 12, 2019 12:00 AM Lomonosov MSU, Science Festival
Aleksandr Petiushko Александр Петюшко
Slides Video (In Russian) In Russian
Adversarial Machine Learning
Metric Learning for facial descriptors
Problem of metric learning applied to face recognition.
Jul 4, 2019 12:00 AM Summer School on AI
Aleksandr Petiushko Александр Петюшко, Stepan Komkov
Project Slides Video
Metric Learning for facial descriptors
Deep Learning methods for Computer Vision (updated)
Overview of advances in Computer Vision obtained by Deep Learning methods.
Apr 16, 2019 12:00 AM Lomonosov MSU, Career Day
Aleksandr Petiushko Александр Петюшко
Slides In Russian
Deep Learning methods for Computer Vision (updated)

2018

Deep Learning methods for Computer Vision
Overview of advances in Computer Vision and presentation of new ML and Computer Vision courses.
Nov 23, 2018 12:00 AM Lomonosov MSU, ML Course Intro
Aleksandr Petiushko Александр Петюшко, Ilya Ivanov
Slides Video In Russian
Deep Learning methods for Computer Vision
Neural Nets recent success and introduction to FaceID
Overview of advances in Neural Nests, Deep Learning, and Introduction to FaceID.
Mar 20, 2018 12:00 AM Lomonosov MSU, MM Faculty Lecture
Aleksandr Petiushko Александр Петюшко
Slides In Russian
Neural Nets recent success and introduction to FaceID

2017

Neural Nets recent success
Overview of advances in Neural Nests and Deep Learning.
Mar 17, 2017 12:00 AM Lomonosov MSU, MM Faculty Lecture
Aleksandr Petiushko Александр Петюшко
Slides In Russian
Neural Nets recent success