4.56 (84 reviews)
☑ 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
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.
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
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
Data Cleaning for NLP
Why Is it so Necessary to Clean the Data?
Removing Punctuations and Numbers
Removing Special and accented Characters
Introduction to Stop words
Stemming and Lemmatization
Quiz on Data Cleaning for NLP
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
Data Visualization for NLP
Importance of Data Visualization in NLP
Visualizing Polarity and Subjectivity
Visualizing Most Frequent Words
Introduction to Words Cloud
Quiz on Data Visualization for NLP
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
Setting up the Environment
Understanding the problem statement
Scraping Data from Social Media Websites
Cleaning the data
Creating a Sentiment Analyzer Engine
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
How to Get Your Certificate of Completion
The instructor is very Intelligent and knows the subject well! Wonderful information! Great energy! Everything was explained to perfection!
The course was very well structured and clearly explained. I love the drug prescription project too. Highly recommended
The course content is awesome and easy to follow up. I learned basics and intermediate NLP with 2 interesting and valuable projects.
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.
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
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
Beautifully created, very simple to understand and covers everything which is easy for a beginners to get started with NLP. Worth the price.
The course is easy to understand and the lecturer provides many useful examples to relate to. Really informative!!!