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 Predictive Analytics and Orange
Data Mining Process
Introduction to Machine Learning
Supervised vs UnSupervised Learnings
Overview of Orange
Topic 2: Data Preparation
Load Data to Orange
Interactive Visualization
Filter Data
Merge and Concat Data
Preprocess Data
Feature Statistics
Save Data
Topic 3: Regression
What is Regression
Linear Regression
Model Evaluation Metrics for Regression
Regularization
Topic 4: Classification
What is Classification
Classification Algorithms
K-Fold Cross Validation
Model Evaluation Metrics for Classification
Confusion Matrix
ROC Analysis for Binary Classification
Topic 5: Clustering
What is Clustering
K-Means Clustering
Silhouette Analysis
Hierarchical Clustering
Topic 6: Dimension Reduction
What is Dimension Reduction
Principal Component Analysis (PCA)
Feature Ranking
t-SNE and MDS
Topic 7: Association Analysis
What is Association Analysis
Apriori Algorithm
Association Analysis with Orange
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
- Machine Learning Engineer
- Data Analyst
- Business Intelligence Analyst
- Research Scientist
- Quantitative Researcher
- Bioinformatics Scientist
- Data Mining Specialist
- Customer Insights Analyst
- Marketing Analytics Specialist
- Predictive Analytics Specialist
- Healthcare Data Analyst
- Financial Modeler
- E-commerce Data Specialist
- User Behavior Analyst