Udemy

Platform

English

Language

Data Science

Category

Natural Language Processing: NLP In Python with Projects

Learn NLP with Machine Learning Algorithms, Spacy, NLTK, TextBlob for Text Processing, Text Classification and Much More

4.56 (84 reviews)

Students

3 hours

Content

Jul 2021

Last Update
Regular Price


What you will learn

Get to learn about different Applications of NLP in real world.

Learn different Text Processing Techniques used in NLP.

Learn how to Clean a Text Dataset.

Learn to Extract Features from a Text Dataset.

Learn how to Visualize the Text Data.

Learn about different Text Extraction Techniques.

Learn about Bag of Words and TF-IDF Algorithms.

Learn about N Grams Analysis.

Learn to perform Text Classification using Machine Learning Algorithms.

Learn to use the Naïve Bayes and SVM Classifier for Text Classification.

Hands on Real-World Projects on Various Domains of Natural Language Processing

Feature Engineering for NLP

Data Visualization for NLP

A summary of the concepts of Deep Learning theory.

The importance of Natural Language Processing (NLP) in Data Science.

Quizzes and exercises


Description

Interested in Learning Natural Language Processing?

This course is a perfect fit for you.

This course will take you to step by step into the world of Natural Language Processing.

NLP is a subfield of linguistic, computer science, and artificial intelligence concerned with the interactions between computers and human language, in particular how to program computers to process and analyze large amounts of natural language data.

It will cover all common and important algorithms and will give you the experience of working on some real-world projects.


This course will cover the following topics:-

1. Introduction to NLP.

2. Feature Engineering for NLP.

3. Data Cleaning for NLP.

4. Feature Extraction for NLP.

5. Data Visualization for NLP.

6. Text Classification.

7. Cleaning and Pre-processing


We have covered each and every topic in detail and also learned to apply them to real-world problems.

You don't know anything about NLP? calm down !!!..

I am always available to answer your questions and help you along your data science journey. See you in class!


There are lots and lots of exercises for you to practice and also 2 bonus NLP Projects "Sentiment analyzer" and "Drugs Prescription using Reviews".

In this Sentiment analyzer project, you will learn how to Extract and Scrap Data from Social Media Websites and Extract out Beneficial Information from these Data for Driving Huge Business Insights.


In this Drugs Prescription using Reviews project, you will learn how to Deal with Data having Textual Features, you will also learn NLP Techniques to transform and Process the Data to find out Important Insights.

This is a great test for people who are learning the Python language and data science and are looking for new challenges.


You will make use of all the topics read in this course.

I am expecting you to know basic knowledge of python and your curiosity to learn Different techniques in NLP world.

After finishing the course you should able to build your own basic NLP applications

You will also have access to all the resources used in this course.

Instructor Support - Quick Instructor Support for any queries.

I'm looking forward to see you in the course!



Enroll now and become a master in machine learning.


Screenshots

Natural Language Processing: NLP In Python with Projects
Natural Language Processing: NLP In Python with Projects
Natural Language Processing: NLP In Python with Projects
Natural Language Processing: NLP In Python with Projects

Content

Introduction to NLP

What is NLP?

Why should you learn NLP

Applications of NLP

Steps to solve NLP Problems

Introduction to Text Processing

Popular Libraries used for NLP

Quiz on Introduction to NLP

Quiz Solution

Feature Engineering for NLP

Introduction to Feature Engineering

Reading and Summarizing the Text Data

Finding the Length, Polarity and Subjectivity

Finding the Words, Characters, and Punctuation Count

Counting Nouns and Verbs in the Text

Counting Adjectives, Adverb, and Pronouns

Quiz on Feature Engineering for NLP

Quiz Solution

Data Cleaning for NLP

Why Is it so Necessary to Clean the Data?

Removing Punctuations and Numbers

Performing Tokenization

Removing Special and accented Characters

Introduction to Stop words

Stemming and Lemmatization

Quiz on Data Cleaning for NLP

Quiz Solution

Feature Extraction for NLP

What is Feature Extraction?

Introduction to Bag of Words

Introduction to TFIDF

Implementing bag of Words and TFIDF

Introduction to N Grams Analysis

Implementing N Grams Analysis

Quiz on Feature Extraction for NLP

Quiz Solution

Data Visualization for NLP

Importance of Data Visualization in NLP

Visualizing Polarity and Subjectivity

Part-of-Speech Tagging

Visualizing Most Frequent Words

Visualizing N-Grams

Introduction to Words Cloud

Quiz on Data Visualization for NLP

Quiz Solution

Text Classification using ML

What is Text Classification?

Applications for Text Classification

Best Models for Text Classification

Implementing a Naive Bayes Classifier

Implementing a SVM Classifier

More Things to Try

Quiz on Text Classification using ML

Quiz Solution

Sentiment analyzer

Setting up the Environment

Understanding the problem statement

Scraping Data from Social Media Websites

Cleaning the data

Creating a Sentiment Analyzer Engine

Visualizing results

Major Takeaways

Quiz on Sentiment Analysis

Drugs Prescription using Reviews

Setting up the Environment

Understanding the Dataset

Understanding the Problem Statement

Summarizing the Dataset

Unveiling Hidden Patterns from the Dataset

Cleaning the Reviews

Calculating Sentiment from Reviews

Calculating Effectiveness and Usefulness of Drugs

Analysing the Medical Conditions

Finding Most Useful and Useful Drugs for each Condition

Quiz on Drug Prescription

Outro Section

Conclusion

How to Get Your Certificate of Completion

Bonus Section

Bonus Lecture


Reviews

A
Angela21 August 2021

The instructor is very Intelligent and knows the subject well! Wonderful information! Great energy! Everything was explained to perfection!

M
Minh15 August 2021

The course was very well structured and clearly explained. I love the drug prescription project too. Highly recommended

A
Ashrulochan8 August 2021

The course content is awesome and easy to follow up. I learned basics and intermediate NLP with 2 interesting and valuable projects.

T
Tim31 July 2021

Understanding how NLP works, and how to use it is something that I feel is a critical skill for myself and my business. This course is giving me the information I need in an easy to follow, and engaging format. I highly recommend this course.

I
Israr29 July 2021

When we talk about natural languages, We can just learn a few set of languages but Computation has changed the world concept dramatically. This course is for dealing how to process the natural languages using the programming and tools and then their applied techniques to serve the humans; to ease our lives. You must enjoy the course and will discover new world of the languages. Recommended course. Don't wait for and jump into course. Cheers! Israr

S
Shaista29 July 2021

This is a good course. I am learning and getting more skills. Now, I am feeling to analyze the data very well. The teacher is so amazing and taking care the course very well. Thank you. Shaista

G
Gagan29 July 2021

Beautifully created, very simple to understand and covers everything which is easy for a beginners to get started with NLP. Worth the price.

A
Aryan25 July 2021

The course is easy to understand and the lecturer provides many useful examples to relate to. Really informative!!!


Coupons

DateDiscountStatus
7/22/2021100% OFFExpired

4182296

Udemy ID

7/13/2021

Course created date

7/22/2021

Course Indexed date
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