Large Language Models: A practical Introduction for Computer Scientists

This slide deck contains an introduction to how LLMs work and how they can be used for tasks such as text, code and data generation. It informs about basics of prompt engineering and introduces a couple of libraries and frameworks such as openai, bia-bob and llama-index. Readers will learn about how retrieval-augmented generation and function calling work. We learn how to program an agent that turns arxiv papers into simple powerpoint presentations. Finaly some advice on good scientific practice is given.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-03-11
DOI
https://doi.org/10.5281/zenodo.15006766
Primary Topic
Natural Language Processing Techniques
Type
article
Field-Weighted Citation Impact
0.00
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article

Large Language Models: A practical Introduction for Computer Scientists

Zenodo (CERN European Organization for Nuclear Research)
Natural Language Processing Techniques
article

Large Language Models: A practical Introduction for Computer Scientists

article en

Abstract

This slide deck contains an introduction to how LLMs work and how they can be used for tasks such as text, code and data generation. It informs about basics of prompt engineering and introduces a couple of libraries and frameworks such as openai, bia-bob and llama-index. Readers will learn about how retrieval-augmented generation and function calling work. We learn how to program an agent that turns arxiv papers into simple powerpoint presentations. Finaly some advice on good scientific practice is given.

Zenodo (CERN European Organization for Nuclear Research)
Center for Scalable Data Analytics and Artificial Intelligence (DE), Leipzig University (DE)
Quality Education
Openalex Percentile: Top 75%
Natural Language Processing Techniques
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