Professional Certificate Programme in Artificial Intelligence and Machine Learning

• Module 1: Mathematical Concepts in ML/AI 

• Module 2: Introduction to Machine Learning 

• Module 3: Probability for Machine Learning 

• Module 4: Statistics for Machine Learning 

• Module 5: Generalisation Theory and the Bias-Variance Trade-Off 

• Module 6: Basics of predictive performance evaluation 

• Module 7: Advanced Topics in Performance Evaluation 

• Module 8: Nearest Neighbour Methods 

• Module 9: Decision Trees, Part I 

• Module 10: Decision Trees, Part II 

• Module 11: Naive Bayes  

• Module 12: Bayesian Optimisation 

• Module 13: Logistic Regression 

• Module 14: Support Vector Machines 

• Module 15: Neural Networks and Deep Learning : Part I

• Module 16: Neural Networks and Deep Learning : Part II

• Module 17: Neural Networks and Deep Learning : Part III Convolutional Neural Networks

• Module 18: Hyperparameters & Hyperparameter tuning

• Module 19: Foundation of Generative AI & Large Language Models (LLMs)

• Module 20: Advance GenAI and LLMs

• Module 21: Transparency and Interpretability

• Module 22: Unsupervised Learning: Part One: Clustering Techniques

• Module 23: Unsupervised Learning: Part Two: Principal Component Analysis

• Module 24: Reinforcement Learning

• Module 25: Capstone Competition

Assignments will be graded by domain experts who support participants in their learning journeys and/or by the Emeritus grading team.

This program is designed with some of the best faculty to cover relevant topics in a manner that creates positive career outcomes. Additionally, we provide a 6-month IIMJobs Pro Membership with access to job insights, recruiter actions, profile boosts, and an AI powered resume builder. Career prep modules on resumes, LinkedIn profile optimization, job navigation and interview preparation are also provided.

We encourage our learners to complete the program to fully understand the concepts and derive valuable learning outcomes. Absent a previous approved request for deferral for the course, learners may request a full refund of all course and miscellaneous fees paid, within fourteen (14) days after course commencement. Application fees for courses are non-refundable and non-transferable. Learners who have previously been granted a course deferral are not eligible for a refund for the course. Partial (or pro-rated) refunds are not offered.

Upon successful completion of the program, you will receive a smart digital certificate from Imperial Executive Education. This can be shared with friends, family, schools, or potential employers. You can use it in your cover letter and resume and/or display it on your LinkedIn profile.

You will have access to the online learning platform and all the videos and program materials for 12 months following the program end date. Access to the learning platform is restricted to registered participants per the terms of the agreement.

Yes, the qualifying mark is 75% and minimum 50% attendance on live sessions are recommended