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Learning with Limited Labels - ODSC West 2020

Open Data Science via YouTube

Overview

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This research talk examines learning with limited labeled data through domain adaptation, few-shot learning, self-supervised learning, and generalized zero-shot learning. It discusses transferring representations across domains and recognizing new categories in applications including image and medical text classification.

Syllabus

Introduction
Learning with Limited Labels
Domain Shifts
Deep Neural Network
Architecture
Multisource Distillation
Visualisation
Intrinsic Objective
Image Classification
Domain Adaptation
Type Text Classification

Taught by

Open Data Science

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