intermediateFree
A Code-First Introduction to NLP
by Rachel Thomas · fast.ai
4.6(720 reviews)
40K+ enrolled6 weeksUpdated 2023-03
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 text classification
Apply text classification techniques to solve real-world problems
Understand the fundamentals and key concepts of language models
Apply language models techniques to solve real-world problems
About This Course
Covers text classification, language models, transfer learning, and attention with a practical, code-first approach.
Curriculum
Module 1: NLP & Text classification6 lessons
- Introduction to NLP
- NLP in Practice
- Hands-on Exercise: NLP
- Introduction to text classification
- Text classification in Practice
- Hands-on Exercise: Text classification
Module 2: Language models & Transfer learning6 lessons
- Introduction to language models
- Language models in Practice
- Hands-on Exercise: Language models
- Introduction to transfer learning
- Transfer learning in Practice
- Hands-on Exercise: Transfer learning
Module 3: Fastai3 lessons
- Introduction to fastai
- Fastai in Practice
- Hands-on Exercise: Fastai
Instructor
Rachel Thomas
Instructor at fast.ai
Pros & Cons
Pros
- Completely free to access
- High-quality video lectures
- Taught by Rachel Thomas
- Well-structured curriculum
Cons
- No certificate provided
- Self-paced requires discipline
Free
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