Natural Language Processing with Python NLTK Training

NLTK is the most popular Python NLP package that is widely used in industry and academia. It provides easy-to-use interfaces to over 50 corpora and lexical resources such as WordNet, along with a suite of text processing libraries for text classification, tokenisation, stemming, lemmatisation, par-of-speech (POS) tagging, parsing, and semantic reasoning. This course will teach you how to use NLTK effectively. The topics include

• Basic text analysis with NLTK
• Text Classification
• Integration with Scikit-Learn classifiers
• Gensim
• Word2Vec

Module 1 Get Started on NLP and NLTK

• What is NLP?
• NLP Frameworks
• Basic Text Analysis with Python
• What is NLTK?
• Install NLTK 

Module 2: Text Analysis with NLTK

• Tokenize Words and Sentences
• Stop Words
• Regular Expression
• Stemming
• Lemmatizing
• Part-of-Speech (POS) Tagging
• Chucking

Module 3: NLTK Corpus

• What is Corpus?
• Popular NLTK Corpus
• Your Own Corpus
• Frequency Distribution

Module 4: Text Classification

• What is Machine Learning?
• Text Classification
• Save and Load Model
• Scikit Learn Classifiers
• N-gram Models

Module 5: Word Embedding

• What is Word Embedding
• Word2Vec & Glove
• CBOW and Skip-gram Models
• Word2Vec Training with Gensim
• Pre-trained Word2Vec Model

Dr. Alfred Ang is the founder of Tertiary Courses. He is a serial entrepreneur. He founded OSWeb2Design Singapore Pte Ltd in 2007 offering web development, e-commerce store development, graphics design, ebook publishing, mobile apps development, and digital marketing services. He established the first online gardening store in Singapore, Eco City Hydroponics Pte Ltd in 2000, offering a wide range of gardening products such as seeds, plant nutrients, hydroponics kits etc. Eco City Hydroponics has become the most popular and successful gardening store in Singapore. He founded Tertiary Infotech Pte Ltd in 2012 and transformed the business to a training platform, Tertiary Courses in 2014. Tertiary Courses offers a wide range of SkillsFuture courses for PMETs to upgrade their skills and knowledge. He also established Tertiary Courses Malaysia in 2016. He also founded Tertiary Robotics in 2015 offering Arduino, Raspberry Pi, Microbit and Robotics products

Dr. Alfred Ang earned his Ph.D. from National University of Singapore in 2000, majoring in Electrical and Electronics Engineering. He also completed an online MBA course with U21 Global based in Australia. He obtained his B.Sc (Hons) from National University of Singapore in 1992, majoring in Physics. He topped his Physics cohort for 3 consecutive years and funded his degree study with Book price, awards and tuition. He has worked in Defence, Electronics and Semiconductor Industries. His current interests include Machine Learning, Deep Learning, Artificial Intelligence, Internet of Things, Robotics and Programming.

Dr. Alfred Ang was Distinguished Toastmasters (DTM) and Senior Member of IEEE. He has published more than 20 peer reviewed papers and co-inventors for more than 20 inventions.

Nagaraju has 16 years of experience in enterprise IT. He is working as AI Solutions Architect with a top IT MNC at Singapore, building industry grade AI solutions. He is a hand-on architect who loves to learn by doing and teach by coding. His passions are technology and teaching. He is hands-on various tools and techniques useful to build industry grade models in ML, Deep Learning and NLP. He specializes in AI Stacks like Python, Tensorflow, Keras, Pytorch, Scikit, FastAI. In NLP, he is expert in NLKT, Spacy, Syntaxnet, Seq2Seq, RNNs and deep learning techniques.