Course Details
Topic 1 Overview of Text Mining and Text Analytics
- Introduction to Text Mining and Text Analytics
- Applications of Text Mining and Text Analytics for Business Intelligence
- Cross-Industry Standard Process for Data Mining (CRISP-DM)
Topic 2: Text Cleaning and Pre-processing
- Install R Text Mining Packages
- Read In Text Corpus
- Remove Punctuation and Stop Words
- Pre-process Text using Tokenization, Stemming, Lemmatization
- Vectorize Text using Term Frequency (TF) Vectorization, N-gram and Inverse-Document Frequency (TF-IDF)
Topic 3 Text Analytics
- Part of Speech (POS) Tagging
- Name Entity Recognition (NER)
- Text Link Analysis and Feature Engineering
Topic 4: Sentimental Analysis
- Overview of Machine Learning
- Install R Machine Learning package
- Build a Machine Learning Model for Sentimental Analysis
- Model Evaluation
Topic 5: Text Summarization
- Summarize Sentiment Analysis
- Visualize Text Summarization
Course Info
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: 21-65 years old
Minimum Software/Hardware Requirement
Software:
You can download and install the following software:
Hardware: Windows and Mac Laptops
Job Roles
- 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.
Trainers
Dwight Nuwan Fonseka: Dwight Nuwan Fonseka is a ACLP certified trainer. He 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.
Dr. Alvin Ang: Dr. Alvin Ang is a ACTA certified trainer. Dr. Alvin Ang did his Ph.D., Masters and Bachelors from NTU, Singapore. Previously he was a Principal Consultant (Data Science) as well as an Assistant Professor. He was also 8 years SUSS adjunct lecturer. His focus and interest is in the area of real world data science. Though an operational researcher by study, his passion for practical applications outweigh his academic background. He owns a startup externally.
Customer Reviews (11)
- will recommend Review by Course Participant/Trainee
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trainer was knowledgeable and able to explain concepts clearly based on my training needs (Posted on 4/2/2021)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Will Recommend Review by Course Participant/Trainee
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. (Posted on 10/12/2019)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Will Recommend Review by Course Participant/Trainee
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. (Posted on 4/6/2019)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Will Recommend Review by Course Participant/Trainee
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. (Posted on 4/6/2019)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Might Recommend Review by Course Participant/Trainee
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. (Posted on 4/6/2019)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Might Reecommend Review by Course Participant/Trainee
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Venue of the course was cosy although it can be improved in terms of lighting. (Posted on 10/29/2018)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Helps to address real life situation Review by Course Participant/Trainee
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Dwight is friendly and helpful and helps to adjust code to suit company's needs. (Posted on 8/22/2018)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Will Recommend Review by Course Participant/Trainee
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Nil (Posted on 3/29/2018)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Will Recommend Review by Course Participant/Trainee
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The trainer is excellent. He was able to communicate the knowledge effectively at a fast pace, whilst still ensuring that all the trainees kept up with the progress. (Posted on 3/29/2018)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Will Recommend Review by Course Participant/Trainee
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Nil (Posted on 1/23/2018)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Will Recommend Review by Course Participant/Trainee
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Do you conduct Microsoft R server course ? (Posted on 10/27/2017)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment








