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Deep Multi-Task and Meta Learning

by Chelsea Finn · Stanford Online

4.7
(1,100 reviews)
60K+ enrolled10 weeksUpdated 2024-04

What You'll Learn

Understand the fundamentals and key concepts of meta-learning
Apply meta-learning techniques to solve real-world problems
Understand the fundamentals and key concepts of multi-task learning
Apply multi-task learning techniques to solve real-world problems
Understand the fundamentals and key concepts of few-shot learning
Apply few-shot learning techniques to solve real-world problems

About This Course

Stanford course on multi-task learning, meta-learning, few-shot learning, and curriculum learning for neural networks.

Curriculum

Module 1: Meta-learning
3 lessons
  • Introduction to meta-learning
  • Meta-learning in Practice
  • Hands-on Exercise: Meta-learning
Module 2: Multi-task learning
3 lessons
  • Introduction to multi-task learning
  • Multi-task learning in Practice
  • Hands-on Exercise: Multi-task learning
Module 3: Few-shot learning
3 lessons
  • Introduction to few-shot learning
  • Few-shot learning in Practice
  • Hands-on Exercise: Few-shot learning
Module 4: Deep learning
3 lessons
  • Introduction to deep learning
  • Deep learning in Practice
  • Hands-on Exercise: Deep learning

Instructor

Chelsea Finn

Instructor at Stanford Online

4.7rating
60K+ students

Pros & Cons

Pros

  • Highly rated by students
  • Completely free to access
  • High-quality video lectures
  • Taught by Chelsea Finn

Cons

  • No certificate provided
  • Requires significant prior knowledge
  • Self-paced requires discipline