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Introduction to N-gram model
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Total time needed:
~42 minutes
See details (learning objective, target audience, etc)...
Learning Objectives
Provides background information about a type of NLP model called N-gram model.
Potential Use Cases
Allows users to further understand advanced/in-depth N-gram topics.
Target Audience
BEGINNER
Data scientists who are new to NLP
Go through the following
annotated items
in order
:
BOOK_CHAPTER
1. Introduction to language model
What is a language model?
5 minutes
VIDEO
2. Chain rule of prob basic
How to use chain rule to calculate probability of a sequence?
6 minutes
VIDEO
3. Introduction to N-gram model
What is a N-gram model?
4 minutes
VIDEO
4. Estimate N-gram probability
How to estimate the probability of a word in N-gram model?
10 minutes
VIDEO
5. A simple bi-gram text generation model
How to apply Markov assumption to make a bi-gram text generation model?
17 minutes
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