YoVDO

NLP in Python - Natural Language Processing

Offered By: YouTube

Tags

Natural Language Processing (NLP) Courses Python Courses Natural Language Toolkit (NLTK) Courses Feature Engineering Courses Lemmatization Courses Stemming Courses

Course Description

Overview

Natural Language Processing is a very popular field and has lots of applications in our daily life. From typing a message to auto-classification of mails as Spam or not-spam NLP is everywhere.


NLP is a field concerned with the ability of a computer to understand, analyze, manipulate and potentially generate human language.
In this course we study about NLP and use the NLP toolkit or NLTK in Python.


Syllabus

Introduction to NLP | Natural Language Processing with Python and NLTK.
NLTK - Introduction | Natural Language Processing with Python and NLTK.
Structured vs Unstructured data | Natural Language Processing with Python and NLTK.
Reading Text Data | Natural Language Processing with Python and NLTK.
Exploring the data | Natural Language Processing with Python and NLTK.
NLP Pipeline for Text data | Natural Language Processing with Python and NLTK.
Removing Punctuation | Pre-processing | Natural Language Processing with Python and NLTK.
Tokenization | Natural Language Processing with Python and NLTK.
Removing stop words | Natural Language Processing with Python and NLTK.
Stemming | Natural Language Processing with Python and NLTK.
Porter Stemmer in Python | Natural Language Processing with Python and NLTK.
Lemmatization in Python | Natural Language Processing with Python and NLTK.
WordNet Lemmatizer in NLTK python | Natural Language Processing with Python and NLTK.
Vectorization in Python | Natural Language Processing with Python and NLTK.
Count Vectorization in Python | CountVectorizer | Natural Language Processing with Python and NLTK.
N-Grams Natural Language Processing | N-Gram NLP | Natural Language Processing with Python and NLTK.
TF-IDF Vectorizer Python | Natural Language Processing with Python and NLTK.
Feature Engineering | Natural Language Processing with Python and NLTK.
Feature Engineering - Feature Creation | Natural Language Processing with Python and NLTK.
Feature Evaluation | Natural Language Processing with Python and NLTK.
Power Transformations | Box-Cox Transformation | Tukey Transformation.
Evaluation Metrics: Accuracy, Precision and Recall | NLP NLTK.


Taught by

Knowledge Center

Related Courses

Natural Language Processing
Columbia University via Coursera
Natural Language Processing
Stanford University via Coursera
Introduction to Natural Language Processing
University of Michigan via Coursera
moocTLH: Nuevos retos en las tecnologĂ­as del lenguaje humano
Universidad de Alicante via MirĂ­adax
Natural Language Processing
Indian Institute of Technology, Kharagpur via Swayam