Text Mining with Orange

Topic 1: Overview of Text Mining

• What is Text Mining
• Upload Corpus
• Upload Document

Topic 2: Preprocessing Text

• Pre-process Text
• Stopwords
• Bag of Words (BoW)
• Similarity Hashing

Topic 3: Online API Search

• Wikipedia
• Twitter

Topic 4: Text Clustering

• Cosine Distance
• Hierarchical Clustering & Dendrogram
• Text Clustering Workflow
• Similarity Clustering with Hashing

Topic 5: Text Classification

• What is Classification
• Classification Algorithms
• Text Classification and Prediction
• K-Fold Cross Validation
• Similarity Hashing

Topic 6: Topic Modeling

• Latent Semantic Indexing (LSP)
• Latent Dirichlet Allocation (LDA)

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:

• Orange https://orange.biolab.si/download

Hardware: Window or Mac Laptops

• Data Scientist
• Natural Language Processing Engineer
• Text Mining Specialist
• Machine Learning Engineer (focused on text data)
• Content Analyst
• Big Data Analyst
• Sentiment Analysis Specialist
• Information Retrieval Engineer
• Computational Linguist
• Data Journalist (with coding skills)
• SEO Specialist (using text analytics for insights)
• Digital Marketing Analyst
• Knowledge Engineer
• Chatbot Developer
• Content Recommendation System Developer.

Dwight Nuwan Fonseka: Dwight Nuwan Fonseka have a degree in Biotechnology (from NUS) ,Advanced diploma in Pharmaceutical management (from MDIS) and Masters in Education (from NTU). He have 8 years experience of teaching biology at O and A levels/ IB level in international schools in Singapore and overseas He is a ACLP certified trainer.

Man Guo Chang: Man Guo Chang graduated from Nanyang Technological University, School of Electrical and Electronic Engineering, major in Computer Engineering.

He has more than 25 years of working experience in the Semiconductor field, specialized in IC Testing, Inline Electrical Testing, Product & Yield Engineering, Data Analysis, System Engineering, and Software Development. He is also an ACTA certified trainer, currently providing STEM training to adult learners in the area of Computer Vision, Internet of Things, Embedded Electronics, and Python Programming