Media Summary: 2/10/2021 New Technologies in Mathematics Seminar Speaker: Self-supervised learning (SSL) has lately become a dominant paradigm to leverage unlabeled data and pre-train models that can ...

Nikunj Saunshi 03 27 Initialization - Detailed Analysis & Overview

2/10/2021 New Technologies in Mathematics Seminar Speaker: Self-supervised learning (SSL) has lately become a dominant paradigm to leverage unlabeled data and pre-train models that can ...

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Nikunj Saunshi 03/27: Initialization based meta-learning sample complexity: convex v/s non-convex
Nikunj Saunshi | A Mathematical Exploration of Why Language Models Help Solve Downstream Tasks
Nikunj Saunshi: Theory for self-supervised learning
Nikunj Saunshi - A Mathematical Exploration of Why Language Models Help Solve Downstream Tasks
A Mathematical Exploration of Why Language Models Help Solve Downstream Tasks
Random Initialization Explained Simply
[NeurIPS 2018] How to Start Training: The Effect of Initialization and Architecture
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Nikunj Saunshi 03/27: Initialization based meta-learning sample complexity: convex v/s non-convex

Nikunj Saunshi 03/27: Initialization based meta-learning sample complexity: convex v/s non-convex

Nikunj Saunshi

Nikunj Saunshi | A Mathematical Exploration of Why Language Models Help Solve Downstream Tasks

Nikunj Saunshi | A Mathematical Exploration of Why Language Models Help Solve Downstream Tasks

2/10/2021 New Technologies in Mathematics Seminar Speaker:

Nikunj Saunshi: Theory for self-supervised learning

Nikunj Saunshi: Theory for self-supervised learning

Self-supervised learning (SSL) has lately become a dominant paradigm to leverage unlabeled data and pre-train models that can ...

Nikunj Saunshi - A Mathematical Exploration of Why Language Models Help Solve Downstream Tasks

Nikunj Saunshi - A Mathematical Exploration of Why Language Models Help Solve Downstream Tasks

Nikunj Saunshi

A Mathematical Exploration of Why Language Models Help Solve Downstream Tasks

A Mathematical Exploration of Why Language Models Help Solve Downstream Tasks

Nikunj Saunshi

Random Initialization Explained Simply

Random Initialization Explained Simply

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[NeurIPS 2018] How to Start Training: The Effect of Initialization and Architecture

[NeurIPS 2018] How to Start Training: The Effect of Initialization and Architecture

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