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Natural Language Processing with Deep Learning

by Christopher Manning · Stanford Online

4.9
(3,100 reviews)
200K+ enrolled10 weeksUpdated 2024-04

What You'll Learn

Understand the fundamentals and key concepts of NLP
Apply NLP techniques to solve real-world problems
Understand the fundamentals and key concepts of word embeddings
Apply word embeddings techniques to solve real-world problems
Understand the fundamentals and key concepts of transformers
Apply transformers techniques to solve real-world problems

About This Course

Stanford's comprehensive NLP course covering word vectors, neural networks, transformers, and large language models.

Curriculum

Module 1: NLP & Word embeddings
6 lessons
  • Introduction to NLP
  • NLP in Practice
  • Hands-on Exercise: NLP
  • Introduction to word embeddings
  • Word embeddings in Practice
  • Hands-on Exercise: Word embeddings
Module 2: Transformers & Attention
6 lessons
  • Introduction to transformers
  • Transformers in Practice
  • Hands-on Exercise: Transformers
  • Introduction to attention
  • Attention in Practice
  • Hands-on Exercise: Attention
Module 3: Language models
3 lessons
  • Introduction to language models
  • Language models in Practice
  • Hands-on Exercise: Language models

Instructor

Christopher Manning

Instructor at Stanford Online

4.9rating
200K+ students

Pros & Cons

Pros

  • Highly rated by students
  • Completely free to access
  • High-quality video lectures
  • Taught by Christopher Manning

Cons

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