Natural Language Processing (NLP) with Python and SpaCy

Topic 1 Overview of NLP and Deep Learning

• Overview of Natural Language Processing (NLP)
• Applications of NLP
• Deep Learning Approach to NLP
• NLP Frameworks

Topic 2 Language Modeling

• Introduction to SpaCy
• Tokenization and Stop Words
• Pre-trained Statistical Language Models
• Part of Speech (POS) & Syntactic Dependency
• Named Entities Recognition (NER) and Lemmatization
• Rule Based Matching

Topic 3 Word Embedding and Similarity Comparison

• Overview of Word Embedding
• Comparing Similarity

Topic 4 NLP Pipelines and Text Classification

• Language Processing Pipeline
• Create Custom Component
• Model Training and Update
• Text Classification

Topic 5 Attention and Transformer Based Pipeline

• Basics of Recurrent Neural Network (RNN)
• Introduction to Attention and Transformer
• Transformer-Based Pipelines

Promotion Code

Your will get 10% discount voucher for 2nd course onwards if you write us a Google review.

Minimum Entry Requirement

Knowledge and Skills

• Able to operate using computer functions
• Minimum 3 GCE ‘O’ Levels Passes including English or WPL Level 5 (Average of Reading, Listening, Speaking & Writing Scores)

Attitude

• Positive Learning Attitude
• Enthusiastic Learner

Experience

• Minimum of 1 year of working experience.

Target Age Group: 18-65 years old

Minimum Software/Hardware Requirement

Software:

TBD

Hardware: Window or Mac Laptops

• NLP Engineer
• Data Scientist (specializing in text data)
• Machine Learning Engineer (NLP focus)
• Computational Linguist
• AI Research Scientist (language models)
• Chatbot Developer
• Text Mining Specialist
• AI Solutions Architect (with NLP projects)
• Conversational AI Designer
• Search Algorithm Developer
• Recommendation System Engineer (content-based)
• Content Analysis Engineer
• Information Retrieval Specialist
• Machine Translation Developer
• Speech Recognition Engineer.

Quah Chee Yong: Quah Chee Yong is a ACTA trainer. Chee Yong is an experienced professional who has held various Technical, Operations and Commercial positions across several industries A firm believer that AI can create a better world, he has equipped himself with the Knowledge and Skills in the fields of Data Science, Machine Learning, Deep Learning and Cloud Deployment He has a deep passion for training & facilitating and is currently a Singapore WSQ certified Adult Educator. He particularly enjoys the interactive engagements with his fellow trainers and learners.

Solomon Soh Zhe Hong: Solomon is ACTA certified and has trained and coached over 100 professionals in the area of data science, python programming and coding. Solomon is a Certified AI Engineer Associate by AI Singapore and holds certifications in Alibaba Cloud Architect and Alteryx respectively. Solomon interests include Reinforcement Learning, Natural Language Processing and Time-Series analysis.

Marcel Leng: Marcel Leng is a ACTA certified. Marcel graduated with majors in Applied Mathematics and Physics from the National University of Singapore.

His core specialisation skills are R, Python, Machine Learning, Statistical Analysis, and Data Visualisation in Tableau. His current interests include Machine Learning, Deep Learning, Artificial Intelligence, Internet of Things, Robotics and Programming.