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14 September 2026  |  28 September 2026

Large Language Models

Applications accepted until
31 August 2026
Short Course Coordinator:
Sibongile Msimanga
Certification:
Certificate of Competence
Course dates
14 September 2026 - 28 September 2026
Applications close
31 August 2026
Overview
This course provides a high-level understanding of the scientific and technological foundations of large language models (LLMs). It explores how LLMs are built, trained, adapted, and applied across real-world contexts. Participants will learn key concepts such as transformers, tokenisation, embeddings, and attention as well as practical techniques like prompting, retrieval-augmented generation, and fine-tuning. The course also covers evaluation, robustness, safety, and emerging trends such as multimodal and agentic systems. Students will gain the skills to critically assess and effectively apply LLMs in scientific, industrial, and policy environments. A quality-assured certificate from the University of the Witwatersrand is issued on successful completion.
Duration
3 Days (14, 21 & 28 September 2026)
Format
3.5–4-hour classes per day for 2 days, 2.5-hour practical, 2-hour assessment on Day 3
Pricing
VAT Incl. = R12,995.00

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Please complete the following info:

    The course content addresses the following topics: 


    • Foundations: from sequence models to transformers
    • Tokens, representations, and attention
    • Training paradigms, data, and infrastructure
    • Interfaces and model adaptation: prompting, retrieval, fine-tuning, and parameter-efficient fine-tuning (PEFT)
    • Evaluation, robustness, safety, interpretability, and frontiers
    • AgentBuilder practical lab
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