Natural Language Processing with Python
Course Overview
Natural Language Processing using Python Training focuses on step by step guide to NLP and Text Analytics with extensive hands-on using Python Programming Language. It has been packed up with a lot of real-life examples, where you can apply the learnt content to use. Features such as Semantic Analysis, Text Processing, Sentiment Analytics and Machine Learning have been discussed.
This course is for anyone who works with data and text– with good analytical background and little exposure to Python Programming Language. It is designed to help you understand the important concepts and techniques used in Natural Language Processing using Python Programming Language. You will be able to build your own machine learning model for text classification. Towards the end of the course, we will be discussing various practical use cases of NLP in python programming language to enhance your learning experience.
At the end of the training, participants will be able to:
- Explain the basics of Natural Language Processing in the most popular Python Library: NLTK
- Adapt techniques to access or modify some of the most common file types
- Using I python notebooks, master the art of step by step text processing
- Gain insight into the ‘Roles’ played by an NLP Engineer
- Interpret Bag of Words Modelling and Tokenization of Text.
- Utilize n-Gram Models to model and analyze the Bag of words from Corpus
- Interpret Latent Semantic Analysis and its usage in the processing of context-aware Semantic Content.
- Work with real-time data
- Interpret Sentiment Analysis one of the most interesting applications of Natural Language Processing
- Gain expertise to handle business in the future, living the present
Pre-requisite
- Working knowledge in Python
- Good Understanding of Machine Learning Concept
Duration
3 days
Course Outline
- Introduction
- What is AI?
- Philosophy of AI
- Goals
- What contributes to AI?
- Programming without and with AI
- Applications of AI
- Types of Intelligence
- Agents and Environments
- Why Python for ML?
- Anaconda – Overview and Installation
- Using Jupyter Notebook
- Variables
- Comprehension
- Functions and Modules
- Concept of Classes and Objects
- NumPy – Array manipulation
- Pandas – Data Analytics
- Matplotlib and Seaborn – Data Visualization
- Sklearn – Machine Learning (Regression and Classification)
- Introduction
- History of NLP
- Study of Human Languages
- Ambiguity and Uncertainty in Language
- Phases
- Overview of Text Mining
- Need of Text Mining
- Using NLP
- Applications of Text Mining
- OS Module
- Reading and Writing the files
- Setting the NLTK environment
- Accessing the NLTK corpora
- Tokenization
- Frequency Distribution
- Different types of Tokenizers
- Stemming
- Lemmatization
- Bigrams, Trigrams and Ngrams
- Stopwords
- POS Tagging
- Named Entity Recognition
- Regular Expressions
- Syntax Trees
- Chunking and Chinking
- Context Free Grammars (CFG)
- Automatic Text Paraphrasing
- What is Text Classification?
- How does Text Classification works?
- Applications
- Usecases
- What is Text Summarization?
- Steps involved in Summarization
- Applications
Reviews
"The corporate training provided by Greater Insights was truly exceptional. The trainers were highly knowledgeable and engaging, making the sessions both informative and enjoyable. I gained valuable insights and practical skills that I immediately applied in my work. I highly recommend Greater Insights for their professionalism and expertise."
Rahul NiraniaSamsung 
"As a participant of the corporate training program organized by Greater Insights, I was thoroughly impressed with the level of customization they offered. They took the time to understand our specific needs and tailored the training accordingly. The trainers were fantastic, and the interactive sessions fostered an environment of active learning. I am grateful for the valuable knowledge and skills I acquired."
Bhawna TiwariSamsung 
"I cannot express enough gratitude to Greater Insights for the outstanding corporate training they provided. The trainers were not only experts in their respective fields but also incredible communicators. They created a dynamic and collaborative learning environment, which allowed us to learn from one another. The training surpassed my expectations, and I would eagerly participate in any future programs they offer."
Ashutosh SinghSamsung 
"Attending the corporate training sessions organized by Greater Insights was a game-changer for me. The trainers were not only experienced professionals but also inspiring mentors. They equipped me with practical tools and strategies that have significantly enhanced my productivity and efficiency at work. I wholeheartedly recommend Greater Insights to anyone looking to excel in their professional endeavors."
Somashekar MuniyappaInfogain 
"The corporate training program offered by Greater Insights was an enlightening experience. The trainers had a deep understanding of the subject matter and were able to break down complex concepts into easily digestible information. The interactive activities and case studies made the training engaging and relevant to our day-to-day work challenges. This training has undoubtedly boosted my confidence and competence."
Amresh DiwanInfogain 
"I had the privilege of participating in a corporate training program organized by Greater Insights, and I must say it was a transformative experience. The trainers' expertise and passion for their subjects were evident in every session. The training materials provided were comprehensive and well-structured, enabling us to grasp the content effectively. I am grateful for the valuable skills I acquired, which have greatly contributed to my professional growth."
Namratha BabuTorry Harris 
"The corporate training sessions conducted by Greater Insights were simply outstanding. The trainers went above and beyond to ensure that we understood the concepts thoroughly. The interactive nature of the sessions encouraged active participation and enhanced our learning experience. I am truly grateful for the practical strategies and techniques I learned, which have had a positive impact on my work performance."
Rahul BhashyamTorry Harris 
"Participating in the corporate training program organized by Greater Insights was an enlightening experience. The trainers were not only knowledgeable but also skilled at delivering the content in an engaging manner. The training materials were well-designed, and the real-life examples provided valuable insights. I am confident that the knowledge and skills I gained will significantly contribute to my professional growth."
Deepti JainTorry Harris 
"I can confidently say that the corporate training provided by Greater Insights was top-notch. The trainers were highly experienced and had a knack for simplifying complex concepts. The training sessions were interactive and encouraged open discussions, which fostered a collaborative learning environment. The practical skills I acquired during the training have proven to be invaluable in my day-to-day work."
HARSHAL TRIVEDIL&T TS 
"Greater Insights exceeded my expectations with their corporate training program. The trainers were not only experts in their fields but also exceptional communicators. They effortlessly connected with the participants and ensured everyone's active involvement. The training content was comprehensive and provided a solid foundation for professional growth. I am grateful for the opportunity to learn from such seasoned professionals."
Namrata PillayL&T TS
"The corporate training facilitated by Greater Insights was exceptional in every aspect. The trainers were engaging and created a positive and inclusive learning environment. The training materials were well-structured and easy to follow, making the learning process enjoyable. The practical exercises and case studies allowed me to apply the knowledge immediately, resulting in improved job performance. I highly recommend Greater Insights for their commitment to excellence."
Sandhya M SanuHoneywell
"I recently attended a corporate training program organized by Greater Insights, and I am incredibly impressed. The trainers were not only knowledgeable but also highly skilled at delivering the content in a relatable manner. The training sessions were interactive and encouraged open dialogue, which made the learning experience engaging and dynamic. The practical skills I gained have already made a significant impact on my professional growth."
Neha SahayHoneywell
"I had the privilege of participating in a corporate training program conducted by Greater Insights, and it was truly transformative. The trainers were passionate and dedicated professionals who took the time to address our individual needs. The training sessions were interactive and encouraged active participation, allowing us to learn from one another's experiences. I am grateful for the knowledge and skills I acquired, which have undoubtedly propelled my career forward."
Abishek KalliparambilAllianz 
"The corporate training program offered by Greater Insights was a remarkable experience. The trainers had a wealth of knowledge and were adept at imparting it effectively. The training materials were comprehensive and provided valuable resources for further exploration. The interactive activities and practical exercises helped me internalize the concepts and apply them in real-world scenarios. This training has been instrumental in my professional development."
Kishor KumarITC Infotech 
"I cannot thank Greater Insights enough for the incredible corporate training they provided. The trainers were not only subject matter experts but also skilled at creating a positive and inclusive learning environment. The training sessions were well-structured, and the trainers ensured that we understood the content thoroughly. I am grateful for the valuable insights and skills I gained, which have already made a noticeable difference in my professional life."
Anitha PrashanthIndegene 
