Dwight Nuwan Fonseka is Head of Data Science at Plano Pte. Ltd. and an ACLP-certified trainer with deep expertise in data analytics, machine learning, and AI applications. He has extensive hands-on experience developing predictive models, RShiny dashboards, and deep learning solutions using R, Python, TensorFlow, and Keras. With a strong professional background in healthcare, finance, and customer analytics, Dwight brings an applied perspective to teaching AI, focusing on both the opportunities and risks of emerging technologies.
Course Details
Course Details
What You'll Learn
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
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
Trainers
Review
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
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