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#Weakly Supervised Learning

Showing: 9 courses
University of Central Florida

SILCO: Show a Few Images, Localize the Common Object

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Innovative approach to object detection using few support images, combining spatial similarity and feature reweighting for improved localization in challenging scenarios.
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20 Lesons
32 minutes
On-Demand
Free-Video
Broad Institute

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

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Dive into image-based profiling of perturbations, exploring cell painting assays, morphology profiling, and machine learning techniques for predicting compound interactions and cell phenotypes.
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20 Lesons
42 minutes
On-Demand
Free-Video
Valence Labs

Weakly Supervised Causal Representation Learning

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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.
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9 Lesons
1 hour 2 minutes
On-Demand
Free-Video
sentdex

Open AI's Whisper Is Amazing

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Explore OpenAI's Whisper, a powerful speech recognition model capable of transcribing and translating 97 languages, with insights on its implementation, training, and performance.
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13 Lesons
26 minutes
On-Demand
Free-Video
Valence Labs

Learning Representations on Biological Data with Weakly Supervised Learning

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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.
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13 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Labroots

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

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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.
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1 Lesons
33 minutes
On-Demand
Free-Video
VinAI

Continual Learning: Adapting Machine Learning to an Evolving World

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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.
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1 Lesons
29 minutes
On-Demand
Free-Video
VinAI

Annotation-Efficient Object Detection: Unsupervised Discovery to Active Learning

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Explore annotation-efficient object detection techniques, from unsupervised discovery to active learning strategies, enhancing intelligent systems with less manual input.
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1 Lesons
1 hour 12 minutes
On-Demand
Free-Video
USC Information Sciences Institute

Weakly Supervised Learning for Adaptive Language Learning Model Agents

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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.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video