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Applied Natural Language Processing in Engineering Part 1
Coursera
Course
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Applied Natural Language Processing in Engineering Part 1

Northeastern University

Introduction to fundamental NLP tasks in engineering, including text classification, entity recognition, and neural machine translation methods.

Unknown7 weeksEnglish, HU

About this Course

Welcome to this course on applied natural language processing in engineering. This course is designed to provide you with an in-depth understanding of NLP, a pivotal area of artificial intelligence that empowers computers to comprehend, interpret, and generate human language. Throughout this course, you will explore a wide range of topics, from fundamental NLP tasks like text classification and Named Entity Recognition (NER) to advanced techniques in neural machine translation and optimization methods critical for machine learning. We will delve into the complexities of teaching language to machines, addressing challenges like ambiguity, grammar, and cultural nuances. By the end of this part 1 course, you will have a foundational understanding of how modern NLP systems work - particularly those involving machine learning and deep learning. These topics will equip you to build, analyze and improve NLP systems across many applications

What You'll Learn

  • Explore fundamental NLP tasks such as text classification
  • Understand Named Entity Recognition and neural machine translation techniques
  • Apply critical machine learning optimization methods for NLP
  • Build, analyze, and improve NLP systems across various applications

Prerequisites

  • Basic computer and internet skills
  • Ability to read course instructions and complete short practice activities

Instructors

R

Ramin Mohammadi

Topics

Machine Learning
Data Science
Text Mining
Artificial Neural Networks
Natural Language Processing
Embeddings
Recurrent Neural Networks (RNNs)
Unsupervised Learning
Dimensionality Reduction
Deep Learning

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

التعلم الآلي
علوم البيانات
تنقيب النصوص
الشبكات العصبية الاصطناعية
معالجة اللغات الطبيعية
التضمينات
الشبكات العصبونية المتكررة
التعلم غير الخاضع للإشراف
Dimensionality Reduction
Deep Learning

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