Weakly Supervised Learning Courses and Certifications

USC Information Sciences Institute

Weakly Supervised Learning for Adaptive Language Learning Model Agents

Explore cutting-edge techniques for training adaptable LLM agents through weakly supervised learning, focusing on frameworks like Agent Lumos and innovative approaches to enhance generalization capabilities.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Valence Labs

Weakly Supervised Causal Representation Learning

Explore weakly supervised causal representation learning, its theoretical foundations, and practical applications in disentangling causal variables from unstructured data like images for improved causal reasoning.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Valence Labs

Learning Representations on Biological Data with Weakly Supervised Learning

Explore weakly supervised learning for biological data representations. Discover PeML method for improved similarity metrics in perturbational experiments, enhancing mechanism of action identification and downstream analysis tasks.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

sentdex

Open AI's Whisper Is Amazing

Explore OpenAI's Whisper, a powerful speech recognition model capable of transcribing and translating 97 languages, with insights on its implementation, training, and performance.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Meta

Facebook: Product Optimization with Adaptive Experimentation - F8 2019

Explore Facebook AI's adaptive experimentation techniques for product optimization, including personalized configurations, Bayesian models, and the Ax ecosystem for tuning and research.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Meta

Improving Conversational AI - Advancements in NLP Research at Facebook

Explore Facebook's NLP advancements, including machine translation, language modeling, and conversational AI. Learn about open-source technologies and innovative solutions to language understanding challenges.

• YouTube
• 41 minutes
• On-Demand
• Free Video

SILCO: Show a Few Images, Localize the Common Object

Innovative approach to object detection using few support images, combining spatial similarity and feature reweighting for improved localization in challenging scenarios.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Labroots

AI Analysis of Super-Resolution Microscopy - Novel Insight Into Subcellular Structure

Explore AI analysis of super-resolution microscopy for novel insights into subcellular structures. Learn about weakly supervised paradigms and their potential in accelerating nanoscale architecture exploration.

• YouTube
• 33 minutes
• On-Demand
• Free Video

VinAI

Continual Learning: Adapting Machine Learning to an Evolving World

Explore continual learning in machine learning, addressing dataset drift and real-world challenges. Discover recent advancements, including generative models for anticipating changes in dynamic environments.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Broad Institute

Learning Representations for Image-Based Profiling of Perturbations - MPG Primer 2023

Dive into image-based profiling of perturbations, exploring cell painting assays, morphology profiling, and machine learning techniques for predicting compound interactions and cell phenotypes.

• YouTube
• 42 minutes
• On-Demand
• Free Video

VinAI

Annotation-Efficient Object Detection: Unsupervised Discovery to Active Learning

Explore annotation-efficient object detection techniques, from unsupervised discovery to active learning strategies, enhancing intelligent systems with less manual input.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Multimodal Representation Learning for Vision and Language

Explore multimodal representation learning for vision and language, focusing on cross-modality decision-making and shared embedding spaces. Discover applications and challenges in this cutting-edge field.

• YouTube
• 56 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Current Trends in Speaker Verification - Day 2 Afternoon

Explore state-of-the-art speaker verification methods, from unsupervised to self-supervised Transformers, and learn how to extract speaker representations from speech signals.

• YouTube
• 2 hours 7 minutes
• On-Demand
• Free Video

Broad Institute

Multimodal, Generative, and Agentic AI for Pathology

Explore cutting-edge AI applications in digital pathology, from weakly-supervised cancer diagnosis to multimodal foundation models and generative chatbots for medical research.

• YouTube
• 47 minutes
• On-Demand
• Free Video