Self-supervised Learning Courses and Certifications

IEEE

Self-Supervised Euphemism Detection and Identification for Content Moderation

Explore a novel self-supervised algorithm for detecting and identifying euphemisms in online content, enhancing content moderation capabilities.

• YouTube
• 16 minutes
• Self-Paced
• Free Video

Cambridge Materials

Pre-training Molecular Graph Representation with 3D Geometry

Explore molecular graph representation learning, leveraging 3D geometry for enhanced drug and material discovery through self-supervised learning and the GraphMVP framework.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

GAIA

Unlocking Hearts by Locking Models: Solving Echocardiogram Problems Using a Self-Supervised Approach

Explore self-supervised learning for echocardiogram analysis, overcoming labeling challenges. Discover how ALAN concept enables feature extraction for segmentation and classification tasks across multiple datasets.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Bootleg: Guidable Self-Supervision for Named Entity Disambiguation

Explore self-supervised Named Entity Disambiguation techniques to improve tail entity performance using Bootleg's innovative approach and transformer-based architecture.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Aladdin Persson

Train Self-Supervised Models with LightlyTrain + DINOv2

Discover how to train self-supervised models using LightlyTrain and DINOv2, exploring implementation techniques and practical applications in just 11 minutes.

• YouTube
• 11 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Speech Processing for Low Resource Scenarios with SpeechBrain - Day 8 Afternoon

Dive into advanced speech processing techniques for low-resource languages using SpeechBrain in this hands-on lab session with expert Dr. Salima Mdhaffar.

• YouTube
• 2 hours 7 minutes
• Self-Paced
• Free Video

Alfredo Canziani

Supervised and Self-Supervised Transfer Learning With PyTorch Lightning

Explore supervised and self-supervised transfer learning techniques using PyTorch Lightning, comparing their implementation, training, and generalization capabilities in deep learning applications.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Oxen

Understanding I-JEPA: A Non-Generative Approach to Self-Supervised Learning from Images

Dive into Meta AI's I-JEPA framework for self-supervised image learning, exploring its architecture, methodology, and advantages over traditional approaches in computer vision and neural networks.

• YouTube
• 40 minutes
• Self-Paced
• Free Video

Harvard CMSA

Self-Supervised Learning, JEPA, World Models, and the Future of AI

Discover cutting-edge AI concepts including self-supervised learning, JEPA architecture, and world models from renowned expert Yann LeCun in this Harvard lecture.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Deep Learning for Natural Language - Transformers, Self-Supervised Learning - Lecture 8

Dive into transformers and self-supervised learning techniques for natural language processing in this MIT deep learning lecture.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

IEEE

BadEncoder - Backdoor Attacks to Pre-trained Encoders in Self-Supervised Learning

Explore backdoor attacks on pre-trained encoders in self-supervised learning, examining vulnerabilities and potential security risks in AI systems.

• YouTube
• 22 minutes
• Self-Paced
• Conference Talk

Institute for Pure & Applied Mathematics (IPAM)

Multiview and Self-Supervised Representation Learning - Nonlinear Mixture Identification

Explore nonlinear mixture identification in multiview and self-supervised representation learning. Gain insights into extracting essential information from high-dimensional data for improved AI applications.

• YouTube
• 48 minutes
• Self-Paced
• Free Video

IEEE

GeeSolver - A Generic, Efficient, and Effortless Solver with Self-Supervised Learning for Breaking Text Captchas

Explore GeeSolver, a cutting-edge self-supervised learning approach for efficiently breaking text CAPTCHAs, offering insights into advanced cybersecurity techniques and challenges.

• YouTube
• 14 minutes
• Self-Paced
• Conference Talk

Simons Institute

Audio-Visual Self-Supervised Learning: Insights from Infant Development

Explore how neural networks learn audio-visual representations from video streams, mimicking infant learning through synchronization of sight and sound.

• YouTube
• 48 minutes
• Self-Paced
• Free Video

Paul G. Allen School

Next-Generation Robot Perception: Hierarchical Representations, Certifiable Algorithms, and Self-Supervised Learning

Exploring next-gen robot perception: hierarchical representations, certifiable algorithms, and self-supervised learning for enhanced spatial understanding and robust estimation in robotics.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video