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Snorkel Workshop 2018: Multi-task Learning

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A 5-minute video with Alex Ratner presenting "Multi-task Learning" as part of the November 2018 Snorkel Workshop.

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Snorkel Workshop 2018: Multi-task Learning

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650Views

2019Feb 26

A 5-minute video with Alex Ratner presenting "Multi-task Learning" as part of the November 2018 Snorkel Workshop.

Transcript

Follow along using the transcript.

Mobilize Center

792 subscribers

Snorkel Workshop 2018: Multi-task Learning

Chapters View all

Intro

Intro

Intro

Higher-level, declarative interfaces to Snorkel

Higher-level, declarative interfaces to Snorkel

Higher-level, declarative interfaces to Snorkel

Challenge & Opportunity: Training Signal at Multiple Levels of Granularity

Challenge & Opportunity: Training Signal at Multiple Levels of Granularity

Challenge & Opportunity: Training Signal at Multiple Levels of Granularity

Snorkel MeTaL for Multi-Task Supervision

Snorkel MeTaL for Multi-Task Supervision

Snorkel MeTaL for Multi-Task Supervision

Example: Chemical-Disease Relation Extraction from Text

Example: Chemical-Disease Relation Extraction from Text

Example: Chemical-Disease Relation Extraction from Text

Specifying a Simple Task Relationship Graph

Specifying a Simple Task Relationship Graph

Specifying a Simple Task Relationship Graph

Modeling Multi-Task Supervision

Modeling Multi-Task Supervision

Modeling Multi-Task Supervision

Intuition: Learning from LF Overlaps

Intuition: Learning from LF Overlaps

Intuition: Learning from LF Overlaps

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Snorkel Workshop 2018: Multi-task Learning

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Chapters

Intro

Intro

Intro

Higher-level, declarative interfaces to Snorkel

Higher-level, declarative interfaces to Snorkel

Higher-level, declarative interfaces to Snorkel

Challenge & Opportunity: Training Signal at Multiple Levels of Granularity

Challenge & Opportunity: Training Signal at Multiple Levels of Granularity

Challenge & Opportunity: Training Signal at Multiple Levels of Granularity

Snorkel MeTaL for Multi-Task Supervision

Snorkel MeTaL for Multi-Task Supervision

Snorkel MeTaL for Multi-Task Supervision

Example: Chemical-Disease Relation Extraction from Text

Example: Chemical-Disease Relation Extraction from Text

Example: Chemical-Disease Relation Extraction from Text

Specifying a Simple Task Relationship Graph

Specifying a Simple Task Relationship Graph

Specifying a Simple Task Relationship Graph

Modeling Multi-Task Supervision

Modeling Multi-Task Supervision

Modeling Multi-Task Supervision

Intuition: Learning from LF Overlaps

Intuition: Learning from LF Overlaps

Intuition: Learning from LF Overlaps

Dynamically-Compiled MTL Network

Dynamically-Compiled MTL Network

Dynamically-Compiled MTL Network

Description

Chapters View all

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Transcript

Stanford CS330 Deep Multi-Task & Meta Learning - What is multi-task learning? I 2022 I Lecture 1

Chapters

Chapters