Deep Learning NLP with spaCy

spaCy is a free, open-source library for advanced Natural Language Processing (NLP) in Python. spaCy is the best way to prepare text for deep learning. It interoperates seamlessly with TensorFlow, PyTorch, scikit-learn, Gensim and the rest of Python's awesome AI ecosystem. With spaCy, you can easily construct linguistically sophisticated statistical models for a variety of NLP problems.s paCy is designed to build real products, or gather real insights.

The topics include

• Non-destructive tokenization
• Named entity recognition
• Pre-trained word vectors
• Deep learning integration
• Part-of-speech tagging

Module 1 Get Started spaCy

• What is NLP
• Applications of NLP
• Online NLP Demo
• What is spaCy
• Install spaCy and Download Models

Module 2: Linguistic Features

• spaCy nlp Process
• Tokenization
• Stop Words
• Stemming
• Lemmatizing
• Part of Speech Tagging
• Dependency Parsing
• Visualizing Dependency and POS
• Named Entities Recognition

Module 3: Processing Pipelines

• What is Processing Pipeline
• Default Pipeline Components
• Disable Pipeline Component
• Rename Pipeline Component
• Add Custom Pipeline Component

Module 4: Vectors and Similarity

• What is Word Vectorization
• Count Vectorization
• Word2Vec
• Word2Vec using Gensim 
• spaCy Pre-trained Vectors 
• Word Similarity

Module 5: Machine Learning with spaCy

• Machine Learning Frameworks
• Machine Learning Workflow
• Text Classification with SciKit Learn and spaCy

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.