Course Details
Course Details
What You'll Learn
Topic 1: Data Preparation for Machine Learning (ML)
- Ingest and store data.
- Transform data and perform feature engineering.
- Ensure data integrity and prepare data for modeling.
Topic 2: ML Model Development
- Choose a modeling approach.
- Train and refine models.
- Analyze model performance.
Topic 3: Deployment and Orchestration of ML Workflows
- Select deployment infrastructure based on existing architecture and requirements.
- Create and script infrastructure based on existing architecture and requirements.
- Use automated orchestration tools to set up continuous integration and continuous delivery (CI/CD) pipelines.
Topic 4: ML Solution Monitoring, Maintenance, and Security
- Monitor model inference.
- Monitor and optimize infrastructure and costs.
- Secure AWS resources.
Practice Exam
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:
TBD
Hardware: Window or Mac Laptops
Job Roles
Job Roles
- Machine Learning Engineer
- AI Solutions Architect
- Data Scientist
- Cloud AI Engineer
- AWS Machine Learning Specialist
- Deep Learning Engineer
- Data Analyst (Machine Learning Focus)
- AI Research Scientist
- Computer Vision Engineer
- Natural Language Processing Engineer
- AWS Data Engineer
- ML Operations Engineer
- Predictive Analytics Consultant
- Cloud Solutions Architect (ML Focus)
- Robotics Process Automation Engineer
- Model Deployment Engineer
- AI Product Manager
- Data Engineer (AI/ML Focus)
- Cloud Developer (Machine Learning)
- Technical Consultant (AI and 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 (9)
- Clear and easy to follow Review by Course Participant/Trainee
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Very informative and interactive. The small class size meant we got a lot of personal attention. (Posted on 4/24/2026)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 - Excellent course Review by Course Participant/Trainee
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Great course materials and well-paced lessons. The exercises really helped me understand the topic. (Posted on 2/23/2026)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 - Well structured course Review by Course Participant/Trainee
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The training was very practical and hands-on. I could apply what I learned to my work immediately. (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 - Very informative Review by Course Participant/Trainee
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The course content was comprehensive and up to date. The practical exercises were the best part. (Posted on 9/27/2025)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 - Very informative Review by Course Participant/Trainee
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Really enjoyed the training. The examples were relevant and the pace was just right. (Posted on 5/28/2025)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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