Professional Diploma in Machine Learning & AI

Our Machine Learning course with AI is delivered as follows:

AI Foundations (3 Weeks)

• History of AI
• Current state-art-of-the AI tools
• Application of AI
• Knowledge Representation and Reasoning in context to Artificial Intelligence
• Expert Systems
• Search Strategies in AI
• Small live Demo of AI application
• Introduction to Explainable AI
• Chat GPT
• Future of AI
• Lab Exercise

Advanced Concepts In AI And ML (2 Weeks)

• Theory of Types of Data
• Exploratory Data Analysis Theory
• Supervised and Unsupervised Learning techniques
• Crash Course of python / Python essentials
• Introduction to the tools like Panda’s profiling and D tale
• Exploratory Data Analysis (Demonstrations)
• Automated features extractions
• Lab Exercise

Applied Machine Learning And Advance Selected Topics (2 Weeks)

• Machine learning Algorithms
• Evaluation of ML project
• Deployment of the Model
• Introduction to Deep learning
• Introduction to reinforcement learning
• Introduction to Model Optimization Techniques
• Artificial Neural Networks
• Lab Exercise

Projects (3 Weeks)

• Sentiment Analysis (theory and practical)
• Image Classification (theory and practical)
• Intelligent Conversational Chatbot (theory and practical)
• Predictive Modelling (Classification and Regression (theory and practical)
• Lab Exercise

*Course content is indicative and subject to the student learning rate.

*Course content is subject to review after each intake and may be updated in line with industry standards.

The assignment will require using ML algorithms. The expected outcome of the assignment is running code and accompanying report.

The prerequisite for the Machine Learning course with AI is basic understanding of python and some familiarity with statics maths.

Learners will be able to illustrate how artificial intelligence, in the form of applied machine learning and deep learning, can be incorporated into their individual organisations through this curriculum.

It will guide them through the process of obtaining data, utilising it to train models, and incorporating these models into the organisation’s infrastructure to reap the benefits of artificial intelligence.

This credential is intended for students who come from non-cognate backgrounds and have no technical expertise, as well as those who come from cognate backgrounds but lack technical skills and knowledge.

A City College Dublin’s Professional Diploma Course is a focused, practical programme designed and delivered by an industry practitioner, that consolidates, upskills or reskills learners in a professional area. They are stand-alone qualifications that indicate that you have been trained in a particular area or specific subject matter.

City College Dublin Diplomas are suitable for career minded learners wishing to advance their professional skills and prospects. They are widely accepted by employers and many students are sponsored to study here by their organisation.

In addition to our scheduled Professional Diploma courses, City College Dublin can provide bespoke training over 3 – 4 days, please contact [email protected] for further details.