Natural Language Processing with Classification and Vector Spaces

Creator: Alex Snow and Volunteers

Publisher: Alex Snow School

Publication Date: December 09, 2020

Updated: July 10, 2022

Difficulty: Intermediate 

Audience: Computer Science Students, ML and AI Enthusiasts, and IT Professionals 

License: Public Domain

Course State:  

Pre-perquisite: ဒီ course ကို Computer Science, Machine Learning theory တွေ အခြေခံရှိပြီးမှ တက်သင့်ပါတယ်။

Week 1

Introduction

Preprocessing for Tweets Sentiment Analysis

Sentiment Analysis with Logistic Regression

Week 2

Sentiment Analysis with Naïve Bayes

Week 3

Vector Space Models

Manipulating word embeddings

Week 4

Machine Translation and Document Search

Lab: Rotation Matrices in R2 + Hash tables

Reading List

• Coursera: Natural Language Processing with Classification and Vector Spaces
• Machine Learning Yearning

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