Course Details
Course Details
What You'll Learn
Topic 1 Getting Started with AI Vibe Coding for Machine Learning
Introduction to Machine Learning and Vibe Coding
Setting Up Python, ML Libraries and AI Coding Assistants (Cursor, GitHub Copilot, Claude)
Loading and Exploring a Dataset from a Prompt
Effective Prompting for Machine Learning Code
Topic 2 Building and Training Models with AI
Preparing and Cleaning Data
Training Classic Machine Learning Models
Building Neural Networks with AI Assistance
Explaining and Debugging Models with AI
Topic 3 Evaluating and Improving Models
Measuring Model Performance
Tuning Hyperparameters
Avoiding Overfitting and Data Leakage
Reviewing and Refactoring AI-Generated Code
Topic 4 Deploying Machine Learning with AI
Saving and Loading Trained Models
Serving a Model behind a Simple App
Testing and Validating Predictions
Packaging and Sharing Your ML Project
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
- Machine Learning Engineer
- Data Scientist
- Deep Learning Researcher
- AI Developer
- Neural Network Designer
- Computer Vision Engineer
- NLP Engineer (branching into deep learning)
- AI Product Manager (technical understanding)
- Robotics Engineer (with AI components)
- Bioinformatics Scientist (deep learning applications)
- Medical Imaging Specialist (AI-focused)
- Game Developer (AI-driven features)
- Predictive Analytics Specialist
- AI/ML Educator or Trainer
- Autonomous Systems Developer.
Trainers
Trainers
Dr Alvin Ang is a ACTA certified trainer. 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
Review
Customer Reviews (105)
- The trainer teach very well, easy to follow. Review by Course Participant/Trainee
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Already Good (Posted on 9/19/2021)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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Will give a rating of 4.5 to the course, and to the trainer Chee Yong. He is qualified to teach. The initial morning was slow, but, on 2nd day, good that we have gone the concepts again.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 be good if there are hands-on session that we are expected to do ourselves during the session as throughout, the trainer hand-on us (Posted on 8/24/2021) - will recommend Review by Course Participant/Trainee
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How to apply it in real life e.g. how does real world deep learning works differenly from the provided codes.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
The starting part was slow with theories. After lunch, momentum was there and learning was much interesting with more practical hands on. (Posted on 8/23/2021) - will recommend Review by Course Participant/Trainee
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More examples in Jupiter notebook (Posted on 8/19/2021)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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For Day 2 as the info get more complicated, kindly provide more guidelines and emphasis on the important points for effective learning. i would also like to feedback that such courses try to avoid zoom as it may affect the delivery of the course.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
Richard Wan is a patience and experience trainer and i learnt a lot from him. (Posted on 7/30/2021)
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