ECS8060: AI Engineering
Queen's University Belfast
ECS8060
AI Engineering
Queen's University Belfast — Summer 2026

Lab Assessments

Each lecture day includes a hands-on lab assessment completed during the lab session. Labs are not graded but are a pass/fail requirement — you must complete at least 60% of the lab assessments to pass the module.

Lab Date Topic
Lab 1 Jun 03 Introduction & Foundational Models
Lab 2 Jun 10 Problem Framing, Evaluation & Prompting
Lab 3 Jun 17 Retrieval-Augmented Generation
Lab 4 Jun 24 Multimodal Foundation Models
Lab 5 Jul 01 Hands on Exercises oon Agentic AI with AMD Technology
Lab 6 Jul 08 No Lab
Lab 7 Jul 22 Memory Math, Fine-tuning & Parameter-Efficient Finetuning
Lab 8 Jul 29 Reinforcement Learning for LLMs
Lab 9 Aug 05 Inference Optimisation & Model APIs
Lab 10 Aug 12 Backend Systems & Observability

Available Resources

Each student will have access to a dedicated lab PC during sessions: Alienware 16X Aurora AC16251 with NVIDIA GeForce RTX 5060 (8 GB GDDR7), Intel Core Ultra 9 275HX (24 cores, up to 5.4 GHz), and 32 GB DDR5 RAM.

Policy

Labs are pass/fail — they do not contribute to your final grade. However, you must complete a minimum of 6 out of 10 labs (60%) to pass the module. All submissions are via Canvas.