This course is suitable for the following professionals:
The candidate must be proficient with Python programming language and have a basic understanding of Machine Learning.
Introduction to Natural Language Processing (NLP), Introduction to Text Mining, importance and applications of Text Mining, how NPL works with Text Mining, writing and reading to word files, OS Module, Natural Language TookKit (NLTK) Environment
Hands-on Exercise: Learning Natural Language TookKit and NLTK Corpora, reading and writing .txt Files to/from local drive, reading and writing .docx Files to/from local drive
Various Tokenizers, Tokenization, Frequency Distribution, Stemming, POS Tagging, Lemmatization, Bigrams, Trigrams & Ngrams, Lemmatization, Entity Recognition
Hands-on Exercise: Learning Word Tokenization with Python regular expressions, Sentence Tokenizers, Stopword Removal, Bigrams, Trigrams, and Ngrams, Named Entity Recognition, and POS Tagging
Overview of Machine Learning, Words, Term Frequency, Count Vectorizer, Inverse Document Frequency, Text conversion, Confusion Matrix, Naiive Bayes Classifier
Hands-on Exercise: Demonstration of Count Vectorizer, Words, Term Frequency, Inverse Document Frequency, Text conversion, text classification, and Confusion Matrix
Language Modeling, Sequence Tagging, Sequence Tasks, Predicting Sequence of Tags, Syntax Trees, Context Free Grammars, Chunking, Automatic Paraphrasing of Texts, Chinking
Hands-on Exercise: Demonstration of Syntax Trees, Chunking, Automatic Paraphrasing of Texts, and Chinking
Distributional Semantics, Traditional Models, Tools for sentence and word embeddings, overview of Topic Models
Hands-on Exercise: Embedding word and sentence
Introduction to task-oriented Dialog Systems, Natural Language Understanding, Dialog Manager
Hands-on Exercise: Design your own Dialog System
Intellipaat offers comprehensive training in Natural Language Processing Using Python followed by hands-on real-world projects and case studies. As part of the training, you will learn the fundamentals of Natural Language Processing, Text Classification and Processing, Natural Language TookKit, and Sentence Structure. Upon successful completion of the training, you will be awarded the Intellipaat Natural Language Processing Certification.
As part of this online course, you will be working on real-time projects that have high relevance in the corporate world, step-by-step assignments, and curriculum designed by industry experts. This course assists you to fast track your career effortlessly. Upon completion of the online course, you can apply for some of the best jobs in top MNCs around the world at top salaries. Intellipaat offers lifetime access to videos, course materials, 24/7 Support, and course material upgrading to the latest version at no extra fees. Hence it is clearly a one-time investment for lifetime benefits.
This course is designed for clearing the Intellipaat Natural Language Processing Certification Exam. The entire NLP training course content is designed by industry professionals to get the best jobs in the top MNCs.
At the end of the training program, there will be quizzes that perfectly reflect the type of questions asked in the respective certification exams and helps you score better marks in the certification exam.
Intellipaat Course Completion Certification will be awarded on the completion of Project work (on expert review) and upon scoring of at least 60% marks in the quiz. Intellipaat certification is well recognized in top 80+ MNCs like Ericsson, Cisco, Cognizant, Sony, Mu Sigma, Saint-Gobain, Standard Chartered, TCS, Genpact, Hexaware, etc.