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
📍
Introduction & Motivation
📍
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
🔮
Invited Talks
Resources
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Course Materials
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Additional Material
About Us
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Your Instructor
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Open World Lifelong Learning Course
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Methodologies [Part 2]
Main Continual Learning Strategies
Lecture #6: Methodologies [Part 2] - Video Recording
Lecture #6: Methodologies [Part 2] - Slides
06_methodologies_part2.pdf
2MB
PDF
Slides PDF
This lecture will address the following points:
  • Regularization Strategies: Intro & Main Approaches
  • Architectural Strategies: Intro & Main Approaches
  • Avalanche Implementation
Lectures - Previous
Methodologies [Part 1]
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Methodologies [Part 3], Applications & Tools
Last modified 6mo ago
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