Continual Learning Course
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Continual Learning: On Machines that can Learn Continually
Background
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Prerequisites
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Tools & Setup
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Course Details
Lectures
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Introduction & Motivation
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Understanding Catastrophic Forgetting
📍
Scenarios & Benchmarks
📍
Evaluation & Metrics
📍
Methodologies [Part 1]
📍
Methodologies [Part 2]
📍
Methodologies [Part 3], Applications & Tools
📍
Frontiers in Continual Learning
Invited & Extra Lectures
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Avalanche Dev Day
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Invited Talks
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Course Materials
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Open World Lifelong Learning Course
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Methodologies [Part 3], Applications & Tools
Main Continual Learning Strategies, Applications an Tools
Lecture #7: Methodologies [Part 3], Applications & Tools - Video Recording
Lecture #7: Methodologies [Part 3], Applications & Tools - Slides
07_methodologies_part3.pdf
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Slides PDF
In this lecture we will address the following points:
  • Hybrid Strategies: Intro & Main approaches
  • Avalanche Implementation
  • Applications of Continual learning: Past, Present and Future
  • The Continual Learner Toolbox
Lectures - Previous
Methodologies [Part 2]
Next - Lectures
Frontiers in Continual Learning
Last modified 9mo ago
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