Course Details
Course Details
What You'll Learn
1. Introduction to Machine Learning on AWS
Overview of Machine Learning (ML)
Introduction to AWS Machine Learning Services
Exam Structure and Preparation Tips
2. Data Engineering
Data Collection and Integration
Data Cleaning and Preparation
Data Storage Solutions on AWS (S3, RDS, Redshift)
Data Pipeline Design using AWS Glue and AWS Data Pipeline
3. Exploratory Data Analysis (EDA)
Data Visualization Techniques
Statistical Analysis and Summarization
Feature Engineering and Selection
Tools for EDA (AWS QuickSight, Jupyter Notebooks)
4. Modeling
Supervised Learning Algorithms (Regression, Classification)
Unsupervised Learning Algorithms (Clustering, Dimensionality Reduction)
Deep Learning (Neural Networks, CNNs, RNNs)
Model Evaluation and Validation Techniques
5. Machine Learning Implementation and Operations
Model Deployment using AWS SageMaker
Automating Model Training and Deployment with SageMaker Pipelines
Real-Time Inference and Batch Inference
Monitoring and Troubleshooting Models in Production
6. Security and Monitoring
Security Best Practices for Machine Learning
Data Privacy and Protection
Monitoring and Logging Machine Learning Workflows
Auditing and Compliance
7. Specialized Topics
Natural Language Processing (NLP) with AWS Comprehend
Computer Vision with AWS Rekognition
Anomaly Detection using AWS SageMaker
Recommendation Systems
8. Case Studies and Practical Applications
Case Studies on AWS Machine Learning Implementations
Hands-on Labs and Projects
Best Practices for Industrial Applications
9. Exam Preparation
Practice Questions and Mock Exams
Time Management Strategies
Review of Key Concepts and Common Pitfalls
Q&A and Discussion Sessions
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: 18-65 years old
Minimum Software/Hardware Requirement
Software:
Hardware: Window or Mac Laptops
Job Roles
Job Roles
- Machine Learning Engineer
- Data Scientist
- AI/ML Specialist
- Cloud Solutions Architect
- Data Engineer
- AWS Solutions Architect
- Research Scientist
- AI Developer
- Big Data Engineer
- Analytics Engineer
- Cloud Engineer
- DevOps Engineer
- Data Analyst
- Software Engineer
- Business Intelligence Developer
- IT Consultant
- System Architect
- Application Developer
- Technical Consultant
- Product Manager in AI/ML
Trainers
Trainers
is an accomplished IT and data specialist with over 20 years of experience in academia, ICT leadership, and professional training, with a strong focus on data analytics and Excel-based solutions. He has developed and delivered specialized training programs on Statistical Data Analysis with Excel and Visual Basic for Applications (VBA) for Excel, equipping learners with advanced data manipulation, automation, and reporting skills. His expertise extends to automating institutional reporting systems, where he successfully streamlined academic records management through Excel-based tools, integrating macros and automation to improve efficiency and accuracy. As a trainer and consultant, Dr. Siraj has taught Excel to diverse audiences, including university staff, administrative teams, and professionals in banking, security, and education, ensuring they can apply Excel for decision-making, statistical modeling, and process automation. His practical mastery of Excel is complemented by his deep knowledge of office automation and ICT project management, making him a highly sought-after trainer in data analysis and productivity tools. With his blend of hands-on technical expertise and instructional experience, Dr. Siraj stands out as a credible authority in leveraging Excel to drive organizational efficiency and data-driven strategies
Review
Customer Reviews (5)
- Practical and relevant Review by Course Participant/Trainee
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The trainer was knowledgeable and explained the concepts clearly with real-world examples. (Posted on 3/11/2026)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 - Very satisfied Review by Course Participant/Trainee
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Very engaging session. The trainer patiently answered all our questions and gave useful tips. (Posted on 2/11/2026)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 - Knowledgeable trainer Review by Course Participant/Trainee
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Solid content and a supportive trainer. I would definitely sign up for more courses here. (Posted on 1/4/2026)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 - Good course materials Review by Course Participant/Trainee
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I found the course extremely useful and relevant to my job. Highly recommend it to others. (Posted on 10/5/2025)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 - Exceeded my expectations Review by Course Participant/Trainee
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A very practical course. The trainer made a complex topic simple and enjoyable to learn. (Posted on 3/9/2025)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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