About the course.

This 40-hour programme provides participants with hands-on experience in building artificial intelligence and machine learning applications using Python. It is designed to develop fundamental understanding of AI systems, data structures, and the end-to-end workflow from data collection to predictive modelling and evaluation. Participants will gain both theoretical and practical skills to develop AI solutions relevant to business and industry contexts.

What you will learn.

Day 1

Introduction to AI and Python for Data Analysis

Gain a solid foundation in Artificial Intelligence and Machine Learning concepts, and learn the basics of Python programming using libraries such as NumPy and Pandas. You’ll practice hands-on data manipulation and analysis to understand how data powers AI models.

Day 2

Data Preprocessing and Visualisation

Learn how to clean, transform, and prepare datasets for machine learning. Explore data visualisation techniques using Matplotlib and Seaborn to uncover insights and communicate findings effectively. End the day with a mini project analysing a real business dataset.

Day 3

Supervised Learning and Model Evaluation

Dive into supervised learning methods such as regression and classification. You’ll train and test predictive models using Scikit-Learn and learn how to measure performance through accuracy, recall, precision, and confusion matrices.

Day 4

Unsupervised Learning and Model Optimisation

Explore unsupervised learning techniques including clustering and dimensionality reduction. Learn how to fine-tune model performance through hyperparameter optimisation and apply your skills in a practical predictive analytics project.

Day 5

Model Deployment and Ethical AI Practices

Understand the basics of AI model deployment, ensuring your models are ready for real-world applications. Discuss key topics in ethical AI, including fairness, data privacy, and bias management. The programme concludes with a capstone project presentation and reflection session where you demonstrate your complete AI workflow.

Why Choose MSDI?

Trusted by leading corporations and government agencies across Malaysia, MSDI has empowered thousands of professionals through its wide range of nationally and internationally accredited training programmes. Here are some of our featured clients:

Certification Awarding Body

Who should take this course?

• IT and Software Professionals

  
  

• Project Managers involved in data-driven initiatives

  
  

• Educators and Researchers exploring AI applications

  
  

• Anyone interested in gaining practical, real-world experience in AI and machine learning